1 My Portfolio Website :

  • สำหรับหน้านี้จะเน้นการอธิบายโค้ด
  • แต่ถ้าเน้นอ่านผลลัพธ์ output เช่น ตาราง, chart ข้อมูลต่างๆจากการวิเคราะห์ แนะนำเข้าไปดูที่ (เข้าไปดูที่ My Portfolio Website) ปล. ถ้าเรา knit to html จากไฟล์ .Rmd นี้จะใช้เวลา Export อยู่ประมาณ ~17-20 นาที

2 Format Output

กำหนดรูปแบบตารางที่จะแสดงผลตอนจะ Export ไฟล์ .Rmd นี้เป็น HTML (ไม่ได้เกี่ยวข้องกับโปรเจกต์นี้โดยตรงแต่ช่วยให้ตารางเข้าใจมากขึ้น)

# สร้างฟังก์ชันออกแบบผลลัพธ์ที่เป็นตารางเอง
styled_kable <- function(
    df, # รับตารางข้อมูลเข้ามา  
    highlight_rows = list(),  # แถว-สี ที่ต้องการไฮไลท์
    header_bg = "black", # กำหนดให้สีพื้นหลังตารางเป็นสีดำ เป็นค่าเริ่มต้น
    header_text = "white", # กำหนดให้สีข้อความเป็นสีขาว
    full_width = TRUE, # กำหนดความกว้างเต็มพื้นที่
    box_width = "100%", # สร้างกล่องใส่ตาราง output ใช้ความกว้าง 100% ของพื้นที่เดิม
    box_height = "400px") # กำหนดความสูงของกล่องใส่ตารางอยู่ที่ 400px
  {
  
  cat("Data Dimensions: ", nrow(df), "rows x", ncol(df), "columns\n\n") # แสดงจำนวนแถวและคอลัมน์ก่อน
  
  tbl <- kable(df, "html") |> # สร้างตารางรูป html table แสดงผลใน R Markdown knit to html, Viewer pane ใน Studio, หน้าเว็บ
    kable_styling(full_width = full_width) |> # กำหนดความกว้างตารางความ users กำหนดหรือเป็นค่าเริ่มต้น
    row_spec(0, background = header_bg, color = header_text) # specific แถวที่ 0 (หัวตาราง) มีสีพื้นหลังและสีตัวอักษรเป็นค่าเริ่มต้น
    
  # วนลูปตามแถวที่ต้องการไฮไลท์ และกำหนดสี
  for (color in names(highlight_rows)) { # สำหรับทุกๆสมาชิกใน รายชื่อสีที่รับ input จาก users มาหรือค่าเริ่มต้น
    for (row in highlight_rows[[color]]) { # เข้าไปใน for loop อีกครั้งที่ สำหรับทุกๆสมาชิกที่เป็นหมายเลขแถวที่ users input เข้ามาหรือที่เป็นค่าเริ่มต้น
      tbl <- tbl |> row_spec(row, background = color) # สมาชิกทั้ง 2 เซ็ตจะนำมากำหนดแถวที่เฉพาะและสีพื้นหลัง ตามที่ users input หรือจะเป็นค่าเริ่มต้น
    }
  }
    
  tbl |> scroll_box(width = box_width, height = box_height)  # เพิ่ม scroll box เข้ามาครอบตารางเพื่อจำกัดพื้นที่การแสดงผลตารางตามที่รับ input มาหรือ ค่าเริ่มต้น
}
# ใช้ตอนดู output ต่างๆเริ่มใช้ในหัวข้อ Machine Learning Modeling
box_model <- function(expr) { # สร้างฟังก์ชันชื่อ scroll_box ที่รับ input ชื่อ expr (expression ที่จะประมวลผล)
  output <- capture.output(expr) # ประมวลผล expr แล้วจับผลลัพธ์ที่แสดงบนหน้าจอ (console output) มาเก็บไว้ใน output
  html <- paste0( # ประมวลผล expr แล้วจับผลลัพธ์ที่แสดงบนหน้าจอ (console output) มาเก็บไว้ใน output
    # CSS จำกัดความสูง, ถ้าเนื้อเกินแนวตั้งให้มี Scroll, ขอบกล่องมีเส้นเทาอ่อนๆ, พื้นหลังของกล่องสีเทาอ่อนมากๆ, ระยะห่างข้อความในขอกล่องห่างๆกัน, ใช้ฟอนด์ monospace, ย่อขนาดตัวอักษร 90% จากของเดิม
    '<div style="max-height:400px;
                 overflow-y:auto; 
                 border:1px solid #ccc; 
                 background:#f9f9f9; 
                 padding:10px; 
                 font-family:monospace; 
                 font-size:0.9em;"><pre>',
    paste(output, collapse = "\n"), # รวม output ทั้งหมดให้ต่อกันด้วย \n (ขึ้นบรรทัดใหม่)
    '</pre></div>' # ปิดแท็ก HTML ให้สมบูรณ์ (</pre></div>)
  )
  cat(html) # แสดง HTML ที่ได้ออกมาทางหน้าจอ (เช่นใน R Markdown)_
}

3 Load Library/Data

สำหรับข้อมูล titanic ผมจะนำข้อมูลชุด train และ test มารวมกัน และค่อยสุ่มแยกเป็น 2 ชุดภายหลังจาก การ Cleansing ข้อมูลแล้ว จากนั้นเริ่มเทรนโมเดล และประเมินผลโมเดล (Evaluate) ภายหลัง

3.1 Load Library

library(readxl) # ใช้อ่านไฟล์ excel
library(writexl) # ใช้ส่งออก excel
library(knitr) # ไว้ส่งออก html, pdf และใช้ kable() ทำเป็นตารางสวยงาม
library(caret) # สำคัญ ! ไว้เรียกใช้โมเดล Machine Learning
library(tidyverse) # ไว้จัดการ dataframe
library(rpart.plot) # ไว้แสดงผลแผนภาพการตัดสินใจต้นไม้
library(titanic) # ไว้โหลดข้อมูล titanic
library(scales) # ใช้แปลงข้อมูลให้อ่านง่ายๆ เช่น 0.01 -> 1% เป็นต้น
library(corrplot) # ใช้สร้างแผนภาพ correlation matrix
library(kableExtra) # ไว้ตกแต่ง kable
library(ggh4x) # ใช้กำหนดรูปแบบของ facet ต่างๆ (เพิ่มความสามารถพิเศษให้กับ ggplot2)

3.2 Load Titanic Data

# โหลดข้อมูล Train และ Test หมายถึง R แบ่งข้อมูลให้เราใช้แล้วคือ titanic_train, titanic_test
data("titanic_train")
data("titanic_test")

# สร้างคอลัมน์ Source กับข้อมูลทั้ง 2 ชุด เพื่อบอกว่ามาจากข้อ test หรือ train เพื่อจะได้สำรวจภายหลัง
titanic_train$Source <- "titanic_train"
titanic_test$Source <- "titanic_test"

# นำข้อมูล 2 ชุดมารวมกันต่อ โดยเอา train ขึ้นก่อนและต่อท้ายด้วย test
titanic_data <- bind_rows(titanic_train, titanic_test)

titanic_data |>
  styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 13 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S titanic_train
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C85 C titanic_train
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S titanic_train
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 C123 S titanic_train
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S titanic_train
6 0 3 Moran, Mr. James male NA 0 0 330877 8.4583 Q titanic_train
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.8625 E46 S titanic_train
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S titanic_train
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S titanic_train
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C titanic_train
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 G6 S titanic_train
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 C103 S titanic_train
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S titanic_train
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S titanic_train
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S titanic_train
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S titanic_train
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q titanic_train
18 1 2 Williams, Mr. Charles Eugene male NA 0 0 244373 13.0000 S titanic_train
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S titanic_train
20 1 3 Masselmani, Mrs. Fatima female NA 0 0 2649 7.2250 C titanic_train
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S titanic_train
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 D56 S titanic_train
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q titanic_train
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 A6 S titanic_train
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S titanic_train
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S titanic_train
27 0 3 Emir, Mr. Farred Chehab male NA 0 0 2631 7.2250 C titanic_train
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female NA 0 0 330959 7.8792 Q titanic_train
30 0 3 Todoroff, Mr. Lalio male NA 0 0 349216 7.8958 S titanic_train
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C titanic_train
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female NA 1 0 PC 17569 146.5208 B78 C titanic_train
33 1 3 Glynn, Miss. Mary Agatha female NA 0 0 335677 7.7500 Q titanic_train
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S titanic_train
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C titanic_train
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S titanic_train
37 1 3 Mamee, Mr. Hanna male NA 0 0 2677 7.2292 C titanic_train
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.0500 S titanic_train
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S titanic_train
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C titanic_train
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S titanic_train
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S titanic_train
43 0 3 Kraeff, Mr. Theodor male NA 0 0 349253 7.8958 C titanic_train
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C titanic_train
45 1 3 Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q titanic_train
46 0 3 Rogers, Mr. William John male NA 0 0 S.C./A.4. 23567 8.0500 S titanic_train
47 0 3 Lennon, Mr. Denis male NA 1 0 370371 15.5000 Q titanic_train
48 1 3 O’Driscoll, Miss. Bridget female NA 0 0 14311 7.7500 Q titanic_train
49 0 3 Samaan, Mr. Youssef male NA 2 0 2662 21.6792 C titanic_train
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 1 0 349237 17.8000 S titanic_train
51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.6875 S titanic_train
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.8000 S titanic_train
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 D33 C titanic_train
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S titanic_train
55 0 1 Ostby, Mr. Engelhart Cornelius male 65.00 0 1 113509 61.9792 B30 C titanic_train
56 1 1 Woolner, Mr. Hugh male NA 0 0 19947 35.5000 C52 S titanic_train
57 1 2 Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.5000 S titanic_train
58 0 3 Novel, Mr. Mansouer male 28.50 0 0 2697 7.2292 C titanic_train
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S titanic_train
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.9000 S titanic_train
61 0 3 Sirayanian, Mr. Orsen male 22.00 0 0 2669 7.2292 C titanic_train
62 1 1 Icard, Miss. Amelie female 38.00 0 0 113572 80.0000 B28 titanic_train
63 0 1 Harris, Mr. Henry Birkhardt male 45.00 1 0 36973 83.4750 C83 S titanic_train
64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.9000 S titanic_train
65 0 1 Stewart, Mr. Albert A male NA 0 0 PC 17605 27.7208 C titanic_train
66 1 3 Moubarek, Master. Gerios male NA 1 1 2661 15.2458 C titanic_train
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 F33 S titanic_train
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.1583 S titanic_train
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S titanic_train
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.6625 S titanic_train
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.5000 S titanic_train
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.9000 S titanic_train
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.5000 S titanic_train
74 0 3 Chronopoulos, Mr. Apostolos male 26.00 1 0 2680 14.4542 C titanic_train
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S titanic_train
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.6500 F G73 S titanic_train
77 0 3 Staneff, Mr. Ivan male NA 0 0 349208 7.8958 S titanic_train
78 0 3 Moutal, Mr. Rahamin Haim male NA 0 0 374746 8.0500 S titanic_train
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S titanic_train
80 1 3 Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.4750 S titanic_train
81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.0000 S titanic_train
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S titanic_train
83 1 3 McDermott, Miss. Brigdet Delia female NA 0 0 330932 7.7875 Q titanic_train
84 0 1 Carrau, Mr. Francisco M male 28.00 0 0 113059 47.1000 S titanic_train
85 1 2 Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.5000 S titanic_train
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S titanic_train
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.3750 S titanic_train
88 0 3 Slocovski, Mr. Selman Francis male NA 0 0 SOTON/OQ 392086 8.0500 S titanic_train
89 1 1 Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train
90 0 3 Celotti, Mr. Francesco male 24.00 0 0 343275 8.0500 S titanic_train
91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.0500 S titanic_train
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.8542 S titanic_train
93 0 1 Chaffee, Mr. Herbert Fuller male 46.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_train
94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.5750 S titanic_train
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.2500 S titanic_train
96 0 3 Shorney, Mr. Charles Joseph male NA 0 0 374910 8.0500 S titanic_train
97 0 1 Goldschmidt, Mr. George B male 71.00 0 0 PC 17754 34.6542 A5 C titanic_train
98 1 1 Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 D10 D12 C titanic_train
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.0000 S titanic_train
100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.0000 S titanic_train
101 0 3 Petranec, Miss. Matilda female 28.00 0 0 349245 7.8958 S titanic_train
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male NA 0 0 349215 7.8958 S titanic_train
103 0 1 White, Mr. Richard Frasar male 21.00 0 1 35281 77.2875 D26 S titanic_train
104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.6542 S titanic_train
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.9250 S titanic_train
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.8958 S titanic_train
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S titanic_train
108 1 3 Moss, Mr. Albert Johan male NA 0 0 312991 7.7750 S titanic_train
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.8958 S titanic_train
110 1 3 Moran, Miss. Bertha female NA 1 0 371110 24.1500 Q titanic_train
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.0000 C110 S titanic_train
112 0 3 Zabour, Miss. Hileni female 14.50 1 0 2665 14.4542 C titanic_train
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.0500 S titanic_train
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.8250 S titanic_train
115 0 3 Attalah, Miss. Malake female 17.00 0 0 2627 14.4583 C titanic_train
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.9250 S titanic_train
117 0 3 Connors, Mr. Patrick male 70.50 0 0 370369 7.7500 Q titanic_train
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.0000 S titanic_train
119 0 1 Baxter, Mr. Quigg Edmond male 24.00 0 1 PC 17558 247.5208 B58 B60 C titanic_train
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.2750 S titanic_train
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.5000 S titanic_train
122 0 3 Moore, Mr. Leonard Charles male NA 0 0 A4. 54510 8.0500 S titanic_train
123 0 2 Nasser, Mr. Nicholas male 32.50 1 0 237736 30.0708 C titanic_train
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.0000 E101 S titanic_train
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.2875 D26 S titanic_train
126 1 3 Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C titanic_train
127 0 3 McMahon, Mr. Martin male NA 0 0 370372 7.7500 Q titanic_train
128 1 3 Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.1417 S titanic_train
129 1 3 Peter, Miss. Anna female NA 1 1 2668 22.3583 F E69 C titanic_train
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.9750 S titanic_train
131 0 3 Drazenoic, Mr. Jozef male 33.00 0 0 349241 7.8958 C titanic_train
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S titanic_train
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.5000 S titanic_train
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S titanic_train
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.0000 S titanic_train
136 0 2 Richard, Mr. Emile male 23.00 0 0 SC/PARIS 2133 15.0458 C titanic_train
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 D47 S titanic_train
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.1000 C123 S titanic_train
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.2167 S titanic_train
140 0 1 Giglio, Mr. Victor male 24.00 0 0 PC 17593 79.2000 B86 C titanic_train
141 0 3 Boulos, Mrs. Joseph (Sultana) female NA 0 2 2678 15.2458 C titanic_train
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S titanic_train
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S titanic_train
144 0 3 Burke, Mr. Jeremiah male 19.00 0 0 365222 6.7500 Q titanic_train
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.5000 S titanic_train
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.7500 S titanic_train
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S titanic_train
148 0 3 Ford, Miss. Robina Maggie “Ruby” female 9.00 2 2 W./C. 6608 34.3750 S titanic_train
149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.0000 F2 S titanic_train
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889 0 3 Johnston, Miss. Catherine Helen “Carrie” female NA 1 2 W./C. 6607 23.4500 S titanic_train
890 1 1 Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C148 C titanic_train
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q titanic_train
892 NA 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test
893 NA 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test
894 NA 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test
895 NA 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test
896 NA 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test
897 NA 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test
898 NA 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test
899 NA 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test
900 NA 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test
901 NA 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test
902 NA 3 Ilieff, Mr. Ylio male NA 0 0 349220 7.8958 S titanic_test
903 NA 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test
904 NA 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 B45 S titanic_test
905 NA 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test
906 NA 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_test
907 NA 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test
908 NA 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test
909 NA 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test
910 NA 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test
911 NA 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test
912 NA 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test
913 NA 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test
914 NA 1 Flegenheim, Mrs. Alfred (Antoinette) female NA 0 0 PC 17598 31.6833 S titanic_test
915 NA 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test
916 NA 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
917 NA 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test
918 NA 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 B36 C titanic_test
919 NA 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test
920 NA 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 A21 S titanic_test
921 NA 3 Samaan, Mr. Elias male NA 2 0 2662 21.6792 C titanic_test
922 NA 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test
923 NA 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test
924 NA 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test
925 NA 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female NA 1 2 W./C. 6607 23.4500 S titanic_test
926 NA 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C78 C titanic_test
927 NA 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test
928 NA 3 Roth, Miss. Sarah A female NA 0 0 342712 8.0500 S titanic_test
929 NA 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test
930 NA 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test
931 NA 3 Hee, Mr. Ling male NA 0 0 1601 56.4958 S titanic_test
932 NA 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test
933 NA 1 Franklin, Mr. Thomas Parham male NA 0 0 113778 26.5500 D34 S titanic_test
934 NA 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test
935 NA 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test
936 NA 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 D19 S titanic_test
937 NA 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test
938 NA 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 A9 C titanic_test
939 NA 3 Shaughnessy, Mr. Patrick male NA 0 0 370374 7.7500 Q titanic_test
940 NA 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 D15 C titanic_test
941 NA 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test
942 NA 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 C31 S titanic_test
943 NA 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test
944 NA 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test
945 NA 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 C23 C25 C27 S titanic_test
946 NA 2 Mangiavacchi, Mr. Serafino Emilio male NA 0 0 SC/A.3 2861 15.5792 C titanic_test
947 NA 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test
948 NA 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test
949 NA 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 F G63 S titanic_test
950 NA 3 Davison, Mr. Thomas Henry male NA 1 0 386525 16.1000 S titanic_test
951 NA 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 B61 C titanic_test
952 NA 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test
953 NA 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test
954 NA 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test
955 NA 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test
956 NA 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
957 NA 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female NA 0 0 F.C.C. 13534 21.0000 S titanic_test
958 NA 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test
959 NA 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test
960 NA 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C53 C titanic_test
961 NA 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 C23 C25 C27 S titanic_test
962 NA 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test
963 NA 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test
964 NA 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test
965 NA 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 D43 C titanic_test
966 NA 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C130 C titanic_test
967 NA 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C132 C titanic_test
968 NA 3 Miles, Mr. Frank male NA 0 0 359306 8.0500 S titanic_test
969 NA 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 C101 S titanic_test
970 NA 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test
971 NA 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test
972 NA 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test
973 NA 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
974 NA 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test
975 NA 3 Demetri, Mr. Marinko male NA 0 0 349238 7.8958 S titanic_test
976 NA 2 Lamb, Mr. John Joseph male NA 0 0 240261 10.7083 Q titanic_test
977 NA 3 Khalil, Mr. Betros male NA 1 0 2660 14.4542 C titanic_test
978 NA 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test
979 NA 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test
980 NA 3 O’Donoghue, Ms. Bridget female NA 0 0 364856 7.7500 Q titanic_test
981 NA 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test
982 NA 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test
983 NA 3 Pedersen, Mr. Olaf male NA 0 0 345498 7.7750 S titanic_test
984 NA 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 B71 S titanic_test
985 NA 3 Guest, Mr. Robert male NA 0 0 376563 8.0500 S titanic_test
986 NA 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test
987 NA 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test
988 NA 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 C46 S titanic_test
989 NA 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test
990 NA 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test
991 NA 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test
992 NA 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C116 C titanic_test
993 NA 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test
994 NA 3 Foley, Mr. William male NA 0 0 365235 7.7500 Q titanic_test
995 NA 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test
996 NA 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test
997 NA 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test
998 NA 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test
999 NA 3 Ryan, Mr. Edward male NA 0 0 383162 7.7500 Q titanic_test
1000 NA 3 Willer, Mr. Aaron (Abi Weller”)” male NA 0 0 3410 8.7125 S titanic_test
1001 NA 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 F S titanic_test
1002 NA 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test
1003 NA 3 Shine, Miss. Ellen Natalia female NA 0 0 330968 7.7792 Q titanic_test
1004 NA 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 A29 C titanic_test
1005 NA 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test
1006 NA 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
1007 NA 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test
1008 NA 3 Thomas, Mr. John male NA 0 0 2681 6.4375 C titanic_test
1009 NA 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 G6 S titanic_test
1010 NA 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C6 C titanic_test
1011 NA 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test
1012 NA 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test
1013 NA 3 Kiernan, Mr. John male NA 1 0 367227 7.7500 Q titanic_test
1014 NA 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C28 C titanic_test
1015 NA 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test
1016 NA 3 Kennedy, Mr. John male NA 0 0 368783 7.7500 Q titanic_test
1017 NA 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test
1018 NA 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test
1019 NA 3 McCoy, Miss. Alicia female NA 2 0 367226 23.2500 Q titanic_test
1020 NA 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test
1021 NA 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test
1022 NA 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test
1023 NA 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C51 C titanic_test
1024 NA 3 Lefebre, Mrs. Frank (Frances) female NA 0 4 4133 25.4667 S titanic_test
1025 NA 3 Thomas, Mr. Charles P male NA 1 0 2621 6.4375 C titanic_test
1026 NA 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test
1027 NA 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test
1028 NA 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test
1029 NA 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test
1030 NA 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test
1031 NA 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test
1032 NA 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test
1033 NA 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test
1034 NA 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
1035 NA 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test
1036 NA 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test
1037 NA 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test
1038 NA 1 Hilliard, Mr. Herbert Henry male NA 0 0 17463 51.8625 E46 S titanic_test
1039 NA 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test
1040 NA 1 Crafton, Mr. John Bertram male NA 0 0 113791 26.5500 S titanic_test
1041 NA 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test
1042 NA 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C54 C titanic_test
1043 NA 3 Matinoff, Mr. Nicola male NA 0 0 349255 7.8958 C titanic_test
1044 NA 3 Storey, Mr. Thomas male 60.50 0 0 3701 NA S titanic_test
1045 NA 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test
1046 NA 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test
1047 NA 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test
1048 NA 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 C97 S titanic_test
1049 NA 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test
1050 NA 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 D22 S titanic_test
1051 NA 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test
1052 NA 3 Smyth, Miss. Julia female NA 0 0 335432 7.7333 Q titanic_test
1053 NA 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test
1054 NA 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test
1055 NA 3 Pearce, Mr. Ernest male NA 0 0 343271 7.0000 S titanic_test
1056 NA 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test
1057 NA 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test
1058 NA 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 B10 C titanic_test
1059 NA 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test
1060 NA 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female NA 0 0 17770 27.7208 C titanic_test
1061 NA 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test
1062 NA 3 Lithman, Mr. Simon male NA 0 0 S.O./P.P. 251 7.5500 S titanic_test
1063 NA 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test
1064 NA 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test
1065 NA 3 Torfa, Mr. Assad male NA 0 0 2673 7.2292 C titanic_test
1066 NA 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test
1067 NA 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test
1068 NA 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test
1069 NA 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C116 C titanic_test
1070 NA 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 F4 S titanic_test
1071 NA 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 E45 C titanic_test
1072 NA 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test
1073 NA 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 E52 C titanic_test
1074 NA 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 D30 S titanic_test
1075 NA 3 Lane, Mr. Patrick male NA 0 0 7935 7.7500 Q titanic_test
1076 NA 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 B58 B60 C titanic_test
1077 NA 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test
1078 NA 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1079 NA 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test
1080 NA 3 Sage, Miss. Ada female NA 8 2 CA. 2343 69.5500 S titanic_test
1081 NA 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test
1082 NA 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test
1083 NA 1 Salomon, Mr. Abraham L male NA 0 0 111163 26.0000 S titanic_test
1084 NA 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test
1085 NA 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test
1086 NA 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test
1087 NA 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test
1088 NA 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 E34 C titanic_test
1089 NA 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test
1090 NA 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test
1091 NA 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female NA 0 0 65305 8.1125 S titanic_test
1092 NA 3 Murphy, Miss. Nora female NA 0 0 36568 15.5000 Q titanic_test
1093 NA 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test
1094 NA 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C62 C64 C titanic_test
1095 NA 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test
1096 NA 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test
1097 NA 1 Omont, Mr. Alfred Fernand male NA 0 0 F.C. 12998 25.7417 C titanic_test
1098 NA 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test
1099 NA 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test
1100 NA 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 A11 C titanic_test
1101 NA 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test
1102 NA 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test
1103 NA 3 Finoli, Mr. Luigi male NA 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test
1104 NA 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1105 NA 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test
1106 NA 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test
1107 NA 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 B11 S titanic_test
1108 NA 3 Mahon, Miss. Bridget Delia female NA 0 0 330924 7.8792 Q titanic_test
1109 NA 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test
1110 NA 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C80 C titanic_test
1111 NA 3 Thomson, Mr. Alexander Morrison male NA 0 0 32302 8.0500 S titanic_test
1112 NA 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test
1113 NA 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test
1114 NA 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 F33 S titanic_test
1115 NA 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test
1116 NA 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test
1117 NA 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female NA 0 2 2661 15.2458 C titanic_test
1118 NA 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test
1119 NA 3 McNeill, Miss. Bridget female NA 0 0 370368 7.7500 Q titanic_test
1120 NA 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test
1121 NA 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test
1122 NA 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test
1123 NA 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test
1124 NA 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test
1125 NA 3 Linehan, Mr. Michael male NA 0 0 330971 7.8792 Q titanic_test
1126 NA 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C85 C titanic_test
1127 NA 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test
1128 NA 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 D37 C titanic_test
1129 NA 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test
1130 NA 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test
1131 NA 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C86 C titanic_test
1132 NA 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test
1133 NA 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test
1134 NA 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 E34 C titanic_test
1135 NA 3 Hyman, Mr. Abraham male NA 0 0 3470 7.8875 S titanic_test
1136 NA 3 Johnston, Master. William Arthur Willie”” male NA 1 2 W./C. 6607 23.4500 S titanic_test
1137 NA 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 D21 S titanic_test
1138 NA 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test
1139 NA 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test
1140 NA 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test
1141 NA 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female NA 1 0 2660 14.4542 C titanic_test
1142 NA 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test
1143 NA 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test
1144 NA 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C89 C titanic_test
1145 NA 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test
1146 NA 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test
1147 NA 3 MacKay, Mr. George William male NA 0 0 C.A. 42795 7.5500 S titanic_test
1148 NA 3 Mahon, Mr. John male NA 0 0 AQ/4 3130 7.7500 Q titanic_test
1149 NA 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test
1150 NA 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test
1151 NA 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test
1152 NA 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test
1153 NA 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test
1154 NA 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test
1155 NA 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test
1156 NA 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test
1157 NA 3 Lyntakoff, Mr. Stanko male NA 0 0 349235 7.8958 S titanic_test
1158 NA 1 Chisholm, Mr. Roderick Robert Crispin male NA 0 0 112051 0.0000 S titanic_test
1159 NA 3 Warren, Mr. Charles William male NA 0 0 C.A. 49867 7.5500 S titanic_test
1160 NA 3 Howard, Miss. May Elizabeth female NA 0 0 A. 2. 39186 8.0500 S titanic_test
1161 NA 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test
1162 NA 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C6 C titanic_test
1163 NA 3 Fox, Mr. Patrick male NA 0 0 368573 7.7500 Q titanic_test
1164 NA 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C89 C titanic_test
1165 NA 3 Lennon, Miss. Mary female NA 1 0 370371 15.5000 Q titanic_test
1166 NA 3 Saade, Mr. Jean Nassr male NA 0 0 2676 7.2250 C titanic_test
1167 NA 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test
1168 NA 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test
1169 NA 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test
1170 NA 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test
1171 NA 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test
1172 NA 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test
1173 NA 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1174 NA 3 Fleming, Miss. Honora female NA 0 0 364859 7.7500 Q titanic_test
1175 NA 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test
1176 NA 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test
1177 NA 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test
1178 NA 3 Franklin, Mr. Charles (Charles Fardon) male NA 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test
1179 NA 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 B45 S titanic_test
1180 NA 3 Mardirosian, Mr. Sarkis male NA 0 0 2655 7.2292 F E46 C titanic_test
1181 NA 3 Ford, Mr. Arthur male NA 0 0 A/5 1478 8.0500 S titanic_test
1182 NA 1 Rheims, Mr. George Alexander Lucien male NA 0 0 PC 17607 39.6000 S titanic_test
1183 NA 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test
1184 NA 3 Nasr, Mr. Mustafa male NA 0 0 2652 7.2292 C titanic_test
1185 NA 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 A34 S titanic_test
1186 NA 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test
1187 NA 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test
1188 NA 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test
1189 NA 3 Samaan, Mr. Hanna male NA 2 0 2662 21.6792 C titanic_test
1190 NA 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test
1191 NA 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test
1192 NA 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test
1193 NA 2 Malachard, Mr. Noel male NA 0 0 237735 15.0458 D C titanic_test
1194 NA 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1195 NA 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test
1196 NA 3 McCarthy, Miss. Catherine Katie”” female NA 0 0 383123 7.7500 Q titanic_test
1197 NA 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 B26 S titanic_test
1198 NA 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 C22 C26 S titanic_test
1199 NA 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test
1200 NA 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 B69 S titanic_test
1201 NA 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test
1202 NA 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test
1203 NA 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test
1204 NA 3 Sadowitz, Mr. Harry male NA 0 0 LP 1588 7.5750 S titanic_test
1205 NA 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test
1206 NA 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C32 C titanic_test
1207 NA 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test
1208 NA 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 B78 C titanic_test
1209 NA 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test
1210 NA 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test
1211 NA 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test
1212 NA 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test
1213 NA 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 F E57 C titanic_test
1214 NA 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 F2 S titanic_test
1215 NA 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test
1216 NA 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test
1217 NA 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test
1218 NA 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 F4 S titanic_test
1219 NA 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test
1220 NA 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test
1221 NA 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test
1222 NA 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test
1223 NA 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 A18 C titanic_test
1224 NA 3 Thomas, Mr. Tannous male NA 0 0 2684 7.2250 C titanic_test
1225 NA 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test
1226 NA 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test
1227 NA 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 C106 S titanic_test
1228 NA 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test
1229 NA 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test
1230 NA 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test
1231 NA 3 Betros, Master. Seman male NA 0 0 2622 7.2292 C titanic_test
1232 NA 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test
1233 NA 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test
1234 NA 3 Sage, Mr. John George male NA 1 9 CA. 2343 69.5500 S titanic_test
1235 NA 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_test
1236 NA 3 van Billiard, Master. James William male NA 1 1 A/5. 851 14.5000 S titanic_test
1237 NA 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test
1238 NA 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test
1239 NA 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test
1240 NA 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test
1241 NA 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test
1242 NA 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 D10 D12 C titanic_test
1243 NA 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test
1244 NA 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1245 NA 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test
1246 NA 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test
1247 NA 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 E60 S titanic_test
1248 NA 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 C101 S titanic_test
1249 NA 3 Lockyer, Mr. Edward male NA 0 0 1222 7.8792 S titanic_test
1250 NA 3 O’Keefe, Mr. Patrick male NA 0 0 368402 7.7500 Q titanic_test
1251 NA 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test
1252 NA 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test
1253 NA 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test
1254 NA 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test
1255 NA 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test
1256 NA 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 E50 C titanic_test
1257 NA 3 Sage, Mrs. John (Annie Bullen) female NA 1 9 CA. 2343 69.5500 S titanic_test
1258 NA 3 Caram, Mr. Joseph male NA 1 0 2689 14.4583 C titanic_test
1259 NA 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test
1260 NA 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test
1261 NA 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test
1262 NA 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test
1263 NA 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 E39 E41 C titanic_test
1264 NA 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 B52 B54 B56 S titanic_test
1265 NA 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test
1266 NA 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 A34 S titanic_test
1267 NA 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test
1268 NA 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test
1269 NA 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test
1270 NA 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 C39 S titanic_test
1271 NA 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test
1272 NA 3 O’Connor, Mr. Patrick male NA 0 0 366713 7.7500 Q titanic_test
1273 NA 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test
1274 NA 3 Risien, Mrs. Samuel (Emma) female NA 0 0 364498 14.5000 S titanic_test
1275 NA 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test
1276 NA 2 Wheeler, Mr. Edwin Frederick”” male NA 0 0 SC/PARIS 2159 12.8750 S titanic_test
1277 NA 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test
1278 NA 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test
1279 NA 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test
1280 NA 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test
1281 NA 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test
1282 NA 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 B24 S titanic_test
1283 NA 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 D28 S titanic_test
1284 NA 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test
1285 NA 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test
1286 NA 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test
1287 NA 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 C31 S titanic_test
1288 NA 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test
1289 NA 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 B41 C titanic_test
1290 NA 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test
1291 NA 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test
1292 NA 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 C7 S titanic_test
1293 NA 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test
1294 NA 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test
1295 NA 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test
1296 NA 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 D40 C titanic_test
1297 NA 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 D38 C titanic_test
1298 NA 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test
1299 NA 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C80 C titanic_test
1300 NA 3 Riordan, Miss. Johanna Hannah”” female NA 0 0 334915 7.7208 Q titanic_test
1301 NA 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1302 NA 3 Naughton, Miss. Hannah female NA 0 0 365237 7.7500 Q titanic_test
1303 NA 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 C78 Q titanic_test
1304 NA 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test
1305 NA 3 Spector, Mr. Woolf male NA 0 0 A.5. 3236 8.0500 S titanic_test
1306 NA 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C105 C titanic_test
1307 NA 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test
1308 NA 3 Ware, Mr. Frederick male NA 0 0 359309 8.0500 S titanic_test
1309 NA 3 Peter, Master. Michael J male NA 1 1 2668 22.3583 C titanic_test

4 Explore Data

4.1 Summary Basic Stats

# สรุปสถิติเบื้องต้น
titanic_data |>
  summary()
##   PassengerId      Survived          Pclass          Name          
##  Min.   :   1   Min.   :0.0000   Min.   :1.000   Length:1309       
##  1st Qu.: 328   1st Qu.:0.0000   1st Qu.:2.000   Class :character  
##  Median : 655   Median :0.0000   Median :3.000   Mode  :character  
##  Mean   : 655   Mean   :0.3838   Mean   :2.295                     
##  3rd Qu.: 982   3rd Qu.:1.0000   3rd Qu.:3.000                     
##  Max.   :1309   Max.   :1.0000   Max.   :3.000                     
##                 NA's   :418                                        
##      Sex                 Age            SibSp            Parch      
##  Length:1309        Min.   : 0.17   Min.   :0.0000   Min.   :0.000  
##  Class :character   1st Qu.:21.00   1st Qu.:0.0000   1st Qu.:0.000  
##  Mode  :character   Median :28.00   Median :0.0000   Median :0.000  
##                     Mean   :29.88   Mean   :0.4989   Mean   :0.385  
##                     3rd Qu.:39.00   3rd Qu.:1.0000   3rd Qu.:0.000  
##                     Max.   :80.00   Max.   :8.0000   Max.   :9.000  
##                     NA's   :263                                     
##     Ticket               Fare            Cabin             Embarked        
##  Length:1309        Min.   :  0.000   Length:1309        Length:1309       
##  Class :character   1st Qu.:  7.896   Class :character   Class :character  
##  Mode  :character   Median : 14.454   Mode  :character   Mode  :character  
##                     Mean   : 33.295                                        
##                     3rd Qu.: 31.275                                        
##                     Max.   :512.329                                        
##                     NA's   :1                                              
##     Source         
##  Length:1309       
##  Class :character  
##  Mode  :character  
##                    
##                    
##                    
##

4.2 Data Glimpse

# โครงสร้างตาราง titanic_data กี่แถว กี่คอลัมน์ ประเภทคอลัมน์
titanic_data |>
  glimpse()
## Rows: 1,309
## Columns: 13
## $ PassengerId <int> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,…
## $ Survived    <int> 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1…
## $ Pclass      <int> 3, 1, 3, 1, 3, 3, 1, 3, 3, 2, 3, 1, 3, 3, 3, 2, 3, 2, 3, 3…
## $ Name        <chr> "Braund, Mr. Owen Harris", "Cumings, Mrs. John Bradley (Fl…
## $ Sex         <chr> "male", "female", "female", "female", "male", "male", "mal…
## $ Age         <dbl> 22, 38, 26, 35, 35, NA, 54, 2, 27, 14, 4, 58, 20, 39, 14, …
## $ SibSp       <int> 1, 1, 0, 1, 0, 0, 0, 3, 0, 1, 1, 0, 0, 1, 0, 0, 4, 0, 1, 0…
## $ Parch       <int> 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 0, 5, 0, 0, 1, 0, 0, 0…
## $ Ticket      <chr> "A/5 21171", "PC 17599", "STON/O2. 3101282", "113803", "37…
## $ Fare        <dbl> 7.2500, 71.2833, 7.9250, 53.1000, 8.0500, 8.4583, 51.8625,…
## $ Cabin       <chr> "", "C85", "", "C123", "", "", "E46", "", "", "", "G6", "C…
## $ Embarked    <chr> "S", "C", "S", "S", "S", "Q", "S", "S", "S", "C", "S", "S"…
## $ Source      <chr> "titanic_train", "titanic_train", "titanic_train", "titani…

4.3 Preview Data

🚩 ตาราง titanic_data เป็นข้อมูลเกี่ยวกับเหตุการณ์เรือไททานิคอับปาง เนื่องจากการชนภูเขาน้ำแข็งในวันที่ 14 เมษายน ค.ศ.1912 โดยมีคอลัมน์ต่อไปนี้

Cols Description Type
PassengerId หมายเลข ID ผู้โดยสาร (ลำดับ row) Integer
Survived สถานะการรอดชีวิต (0 = ไม่รอด, 1 = รอด) Integer (ควรแปลงเป็น factor)
Pclass ชั้นโดยสาร (1 = บนสุด, 3 = ล่างสุด) Integer (ordered)
Name ชื่อเต็มของผู้โดยสาร Character
Sex เพศของผู้โดยสาร (male, female) Character (ควรแปลงเป็น factor)
Age อายุ (อาจมี NA) Numeric
SibSp จำนวนพี่น้องหรือคู่สมรสร่วมเดินทาง Integer
Parch จำนวนพ่อแม่หรือลูกที่เดินทางร่วมกัน Integer
Ticket หมายเลขตั๋ว (อาจมีรหัสซ้ำหรือคล้ายกัน) Character
Fare ราคาตั๋วที่จ่าย Numeric
Cabin หมายเลขห้องพัก (มี missing เยอะมาก) Character (ส่วนใหญ่ NA)
Embarked ท่าเรือที่ขึ้นเรือ (C, Q, S) Character (ควรแปลงเป็น factor)

4.3.1 First 6 Rows

# ดู 6 แถวแรก(ไม่รวมหัวตาราง) kable ปรับตารางให้ดูเหมาะสม
titanic_data |> 
  head() |>
  styled_kable()
## Data Dimensions:  6 rows x 13 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source
1 0 3 Braund, Mr. Owen Harris male 22 1 0 A/5 21171 7.2500 S titanic_train
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38 1 0 PC 17599 71.2833 C85 C titanic_train
3 1 3 Heikkinen, Miss. Laina female 26 0 0 STON/O2. 3101282 7.9250 S titanic_train
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35 1 0 113803 53.1000 C123 S titanic_train
5 0 3 Allen, Mr. William Henry male 35 0 0 373450 8.0500 S titanic_train
6 0 3 Moran, Mr. James male NA 0 0 330877 8.4583 Q titanic_train

4.3.2 Last 6 Rows

# ดู 6 แถวท้าย(ไม่รวมหัวตาราง) kable ปรับตารางให้ดูเหมาะสม
titanic_data |>
  styled_kable()
## Data Dimensions:  1309 rows x 13 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S titanic_train
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C85 C titanic_train
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S titanic_train
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 C123 S titanic_train
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S titanic_train
6 0 3 Moran, Mr. James male NA 0 0 330877 8.4583 Q titanic_train
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.8625 E46 S titanic_train
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S titanic_train
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S titanic_train
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C titanic_train
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 G6 S titanic_train
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 C103 S titanic_train
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S titanic_train
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S titanic_train
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S titanic_train
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S titanic_train
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q titanic_train
18 1 2 Williams, Mr. Charles Eugene male NA 0 0 244373 13.0000 S titanic_train
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S titanic_train
20 1 3 Masselmani, Mrs. Fatima female NA 0 0 2649 7.2250 C titanic_train
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S titanic_train
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 D56 S titanic_train
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q titanic_train
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 A6 S titanic_train
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S titanic_train
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S titanic_train
27 0 3 Emir, Mr. Farred Chehab male NA 0 0 2631 7.2250 C titanic_train
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female NA 0 0 330959 7.8792 Q titanic_train
30 0 3 Todoroff, Mr. Lalio male NA 0 0 349216 7.8958 S titanic_train
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C titanic_train
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female NA 1 0 PC 17569 146.5208 B78 C titanic_train
33 1 3 Glynn, Miss. Mary Agatha female NA 0 0 335677 7.7500 Q titanic_train
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S titanic_train
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C titanic_train
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S titanic_train
37 1 3 Mamee, Mr. Hanna male NA 0 0 2677 7.2292 C titanic_train
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.0500 S titanic_train
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S titanic_train
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C titanic_train
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S titanic_train
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S titanic_train
43 0 3 Kraeff, Mr. Theodor male NA 0 0 349253 7.8958 C titanic_train
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C titanic_train
45 1 3 Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q titanic_train
46 0 3 Rogers, Mr. William John male NA 0 0 S.C./A.4. 23567 8.0500 S titanic_train
47 0 3 Lennon, Mr. Denis male NA 1 0 370371 15.5000 Q titanic_train
48 1 3 O’Driscoll, Miss. Bridget female NA 0 0 14311 7.7500 Q titanic_train
49 0 3 Samaan, Mr. Youssef male NA 2 0 2662 21.6792 C titanic_train
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 1 0 349237 17.8000 S titanic_train
51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.6875 S titanic_train
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.8000 S titanic_train
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 D33 C titanic_train
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S titanic_train
55 0 1 Ostby, Mr. Engelhart Cornelius male 65.00 0 1 113509 61.9792 B30 C titanic_train
56 1 1 Woolner, Mr. Hugh male NA 0 0 19947 35.5000 C52 S titanic_train
57 1 2 Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.5000 S titanic_train
58 0 3 Novel, Mr. Mansouer male 28.50 0 0 2697 7.2292 C titanic_train
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S titanic_train
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.9000 S titanic_train
61 0 3 Sirayanian, Mr. Orsen male 22.00 0 0 2669 7.2292 C titanic_train
62 1 1 Icard, Miss. Amelie female 38.00 0 0 113572 80.0000 B28 titanic_train
63 0 1 Harris, Mr. Henry Birkhardt male 45.00 1 0 36973 83.4750 C83 S titanic_train
64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.9000 S titanic_train
65 0 1 Stewart, Mr. Albert A male NA 0 0 PC 17605 27.7208 C titanic_train
66 1 3 Moubarek, Master. Gerios male NA 1 1 2661 15.2458 C titanic_train
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 F33 S titanic_train
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.1583 S titanic_train
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S titanic_train
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.6625 S titanic_train
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.5000 S titanic_train
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.9000 S titanic_train
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.5000 S titanic_train
74 0 3 Chronopoulos, Mr. Apostolos male 26.00 1 0 2680 14.4542 C titanic_train
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S titanic_train
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.6500 F G73 S titanic_train
77 0 3 Staneff, Mr. Ivan male NA 0 0 349208 7.8958 S titanic_train
78 0 3 Moutal, Mr. Rahamin Haim male NA 0 0 374746 8.0500 S titanic_train
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S titanic_train
80 1 3 Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.4750 S titanic_train
81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.0000 S titanic_train
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S titanic_train
83 1 3 McDermott, Miss. Brigdet Delia female NA 0 0 330932 7.7875 Q titanic_train
84 0 1 Carrau, Mr. Francisco M male 28.00 0 0 113059 47.1000 S titanic_train
85 1 2 Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.5000 S titanic_train
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S titanic_train
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.3750 S titanic_train
88 0 3 Slocovski, Mr. Selman Francis male NA 0 0 SOTON/OQ 392086 8.0500 S titanic_train
89 1 1 Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train
90 0 3 Celotti, Mr. Francesco male 24.00 0 0 343275 8.0500 S titanic_train
91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.0500 S titanic_train
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.8542 S titanic_train
93 0 1 Chaffee, Mr. Herbert Fuller male 46.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_train
94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.5750 S titanic_train
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.2500 S titanic_train
96 0 3 Shorney, Mr. Charles Joseph male NA 0 0 374910 8.0500 S titanic_train
97 0 1 Goldschmidt, Mr. George B male 71.00 0 0 PC 17754 34.6542 A5 C titanic_train
98 1 1 Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 D10 D12 C titanic_train
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.0000 S titanic_train
100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.0000 S titanic_train
101 0 3 Petranec, Miss. Matilda female 28.00 0 0 349245 7.8958 S titanic_train
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male NA 0 0 349215 7.8958 S titanic_train
103 0 1 White, Mr. Richard Frasar male 21.00 0 1 35281 77.2875 D26 S titanic_train
104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.6542 S titanic_train
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.9250 S titanic_train
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.8958 S titanic_train
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S titanic_train
108 1 3 Moss, Mr. Albert Johan male NA 0 0 312991 7.7750 S titanic_train
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.8958 S titanic_train
110 1 3 Moran, Miss. Bertha female NA 1 0 371110 24.1500 Q titanic_train
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.0000 C110 S titanic_train
112 0 3 Zabour, Miss. Hileni female 14.50 1 0 2665 14.4542 C titanic_train
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.0500 S titanic_train
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.8250 S titanic_train
115 0 3 Attalah, Miss. Malake female 17.00 0 0 2627 14.4583 C titanic_train
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.9250 S titanic_train
117 0 3 Connors, Mr. Patrick male 70.50 0 0 370369 7.7500 Q titanic_train
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.0000 S titanic_train
119 0 1 Baxter, Mr. Quigg Edmond male 24.00 0 1 PC 17558 247.5208 B58 B60 C titanic_train
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.2750 S titanic_train
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.5000 S titanic_train
122 0 3 Moore, Mr. Leonard Charles male NA 0 0 A4. 54510 8.0500 S titanic_train
123 0 2 Nasser, Mr. Nicholas male 32.50 1 0 237736 30.0708 C titanic_train
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.0000 E101 S titanic_train
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.2875 D26 S titanic_train
126 1 3 Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C titanic_train
127 0 3 McMahon, Mr. Martin male NA 0 0 370372 7.7500 Q titanic_train
128 1 3 Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.1417 S titanic_train
129 1 3 Peter, Miss. Anna female NA 1 1 2668 22.3583 F E69 C titanic_train
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.9750 S titanic_train
131 0 3 Drazenoic, Mr. Jozef male 33.00 0 0 349241 7.8958 C titanic_train
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S titanic_train
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.5000 S titanic_train
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S titanic_train
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.0000 S titanic_train
136 0 2 Richard, Mr. Emile male 23.00 0 0 SC/PARIS 2133 15.0458 C titanic_train
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 D47 S titanic_train
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.1000 C123 S titanic_train
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.2167 S titanic_train
140 0 1 Giglio, Mr. Victor male 24.00 0 0 PC 17593 79.2000 B86 C titanic_train
141 0 3 Boulos, Mrs. Joseph (Sultana) female NA 0 2 2678 15.2458 C titanic_train
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S titanic_train
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S titanic_train
144 0 3 Burke, Mr. Jeremiah male 19.00 0 0 365222 6.7500 Q titanic_train
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.5000 S titanic_train
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.7500 S titanic_train
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S titanic_train
148 0 3 Ford, Miss. Robina Maggie “Ruby” female 9.00 2 2 W./C. 6608 34.3750 S titanic_train
149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.0000 F2 S titanic_train
150 0 2 Byles, Rev. Thomas Roussel Davids male 42.00 0 0 244310 13.0000 S titanic_train
151 0 2 Bateman, Rev. Robert James male 51.00 0 0 S.O.P. 1166 12.5250 S titanic_train
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.6000 C2 S titanic_train
153 0 3 Meo, Mr. Alfonzo male 55.50 0 0 A.5. 11206 8.0500 S titanic_train
154 0 3 van Billiard, Mr. Austin Blyler male 40.50 0 2 A/5. 851 14.5000 S titanic_train
155 0 3 Olsen, Mr. Ole Martin male NA 0 0 Fa 265302 7.3125 S titanic_train
156 0 1 Williams, Mr. Charles Duane male 51.00 0 1 PC 17597 61.3792 C titanic_train
157 1 3 Gilnagh, Miss. Katherine “Katie” female 16.00 0 0 35851 7.7333 Q titanic_train
158 0 3 Corn, Mr. Harry male 30.00 0 0 SOTON/OQ 392090 8.0500 S titanic_train
159 0 3 Smiljanic, Mr. Mile male NA 0 0 315037 8.6625 S titanic_train
160 0 3 Sage, Master. Thomas Henry male NA 8 2 CA. 2343 69.5500 S titanic_train
161 0 3 Cribb, Mr. John Hatfield male 44.00 0 1 371362 16.1000 S titanic_train
162 1 2 Watt, Mrs. James (Elizabeth “Bessie” Inglis Milne) female 40.00 0 0 C.A. 33595 15.7500 S titanic_train
163 0 3 Bengtsson, Mr. John Viktor male 26.00 0 0 347068 7.7750 S titanic_train
164 0 3 Calic, Mr. Jovo male 17.00 0 0 315093 8.6625 S titanic_train
165 0 3 Panula, Master. Eino Viljami male 1.00 4 1 3101295 39.6875 S titanic_train
166 1 3 Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.5250 S titanic_train
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female NA 0 1 113505 55.0000 E33 S titanic_train
168 0 3 Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45.00 1 4 347088 27.9000 S titanic_train
169 0 1 Baumann, Mr. John D male NA 0 0 PC 17318 25.9250 S titanic_train
170 0 3 Ling, Mr. Lee male 28.00 0 0 1601 56.4958 S titanic_train
171 0 1 Van der hoef, Mr. Wyckoff male 61.00 0 0 111240 33.5000 B19 S titanic_train
172 0 3 Rice, Master. Arthur male 4.00 4 1 382652 29.1250 Q titanic_train
173 1 3 Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.1333 S titanic_train
174 0 3 Sivola, Mr. Antti Wilhelm male 21.00 0 0 STON/O 2. 3101280 7.9250 S titanic_train
175 0 1 Smith, Mr. James Clinch male 56.00 0 0 17764 30.6958 A7 C titanic_train
176 0 3 Klasen, Mr. Klas Albin male 18.00 1 1 350404 7.8542 S titanic_train
177 0 3 Lefebre, Master. Henry Forbes male NA 3 1 4133 25.4667 S titanic_train
178 0 1 Isham, Miss. Ann Elizabeth female 50.00 0 0 PC 17595 28.7125 C49 C titanic_train
179 0 2 Hale, Mr. Reginald male 30.00 0 0 250653 13.0000 S titanic_train
180 0 3 Leonard, Mr. Lionel male 36.00 0 0 LINE 0.0000 S titanic_train
181 0 3 Sage, Miss. Constance Gladys female NA 8 2 CA. 2343 69.5500 S titanic_train
182 0 2 Pernot, Mr. Rene male NA 0 0 SC/PARIS 2131 15.0500 C titanic_train
183 0 3 Asplund, Master. Clarence Gustaf Hugo male 9.00 4 2 347077 31.3875 S titanic_train
184 1 2 Becker, Master. Richard F male 1.00 2 1 230136 39.0000 F4 S titanic_train
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.0250 S titanic_train
186 0 1 Rood, Mr. Hugh Roscoe male NA 0 0 113767 50.0000 A32 S titanic_train
187 1 3 O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) female NA 1 0 370365 15.5000 Q titanic_train
188 1 1 Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.5500 S titanic_train
189 0 3 Bourke, Mr. John male 40.00 1 1 364849 15.5000 Q titanic_train
190 0 3 Turcin, Mr. Stjepan male 36.00 0 0 349247 7.8958 S titanic_train
191 1 2 Pinsky, Mrs. (Rosa) female 32.00 0 0 234604 13.0000 S titanic_train
192 0 2 Carbines, Mr. William male 19.00 0 0 28424 13.0000 S titanic_train
193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 1 0 350046 7.8542 S titanic_train
194 1 2 Navratil, Master. Michel M male 3.00 1 1 230080 26.0000 F2 S titanic_train
195 1 1 Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 0 0 PC 17610 27.7208 B4 C titanic_train
196 1 1 Lurette, Miss. Elise female 58.00 0 0 PC 17569 146.5208 B80 C titanic_train
197 0 3 Mernagh, Mr. Robert male NA 0 0 368703 7.7500 Q titanic_train
198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.00 0 1 4579 8.4042 S titanic_train
199 1 3 Madigan, Miss. Margaret “Maggie” female NA 0 0 370370 7.7500 Q titanic_train
200 0 2 Yrois, Miss. Henriette (“Mrs Harbeck”) female 24.00 0 0 248747 13.0000 S titanic_train
201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.00 0 0 345770 9.5000 S titanic_train
202 0 3 Sage, Mr. Frederick male NA 8 2 CA. 2343 69.5500 S titanic_train
203 0 3 Johanson, Mr. Jakob Alfred male 34.00 0 0 3101264 6.4958 S titanic_train
204 0 3 Youseff, Mr. Gerious male 45.50 0 0 2628 7.2250 C titanic_train
205 1 3 Cohen, Mr. Gurshon “Gus” male 18.00 0 0 A/5 3540 8.0500 S titanic_train
206 0 3 Strom, Miss. Telma Matilda female 2.00 0 1 347054 10.4625 G6 S titanic_train
207 0 3 Backstrom, Mr. Karl Alfred male 32.00 1 0 3101278 15.8500 S titanic_train
208 1 3 Albimona, Mr. Nassef Cassem male 26.00 0 0 2699 18.7875 C titanic_train
209 1 3 Carr, Miss. Helen “Ellen” female 16.00 0 0 367231 7.7500 Q titanic_train
210 1 1 Blank, Mr. Henry male 40.00 0 0 112277 31.0000 A31 C titanic_train
211 0 3 Ali, Mr. Ahmed male 24.00 0 0 SOTON/O.Q. 3101311 7.0500 S titanic_train
212 1 2 Cameron, Miss. Clear Annie female 35.00 0 0 F.C.C. 13528 21.0000 S titanic_train
213 0 3 Perkin, Mr. John Henry male 22.00 0 0 A/5 21174 7.2500 S titanic_train
214 0 2 Givard, Mr. Hans Kristensen male 30.00 0 0 250646 13.0000 S titanic_train
215 0 3 Kiernan, Mr. Philip male NA 1 0 367229 7.7500 Q titanic_train
216 1 1 Newell, Miss. Madeleine female 31.00 1 0 35273 113.2750 D36 C titanic_train
217 1 3 Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.9250 S titanic_train
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.00 1 0 243847 27.0000 S titanic_train
219 1 1 Bazzani, Miss. Albina female 32.00 0 0 11813 76.2917 D15 C titanic_train
220 0 2 Harris, Mr. Walter male 30.00 0 0 W/C 14208 10.5000 S titanic_train
221 1 3 Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.0500 S titanic_train
222 0 2 Bracken, Mr. James H male 27.00 0 0 220367 13.0000 S titanic_train
223 0 3 Green, Mr. George Henry male 51.00 0 0 21440 8.0500 S titanic_train
224 0 3 Nenkoff, Mr. Christo male NA 0 0 349234 7.8958 S titanic_train
225 1 1 Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.0000 C93 S titanic_train
226 0 3 Berglund, Mr. Karl Ivar Sven male 22.00 0 0 PP 4348 9.3500 S titanic_train
227 1 2 Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.5000 S titanic_train
228 0 3 Lovell, Mr. John Hall (“Henry”) male 20.50 0 0 A/5 21173 7.2500 S titanic_train
229 0 2 Fahlstrom, Mr. Arne Jonas male 18.00 0 0 236171 13.0000 S titanic_train
230 0 3 Lefebre, Miss. Mathilde female NA 3 1 4133 25.4667 S titanic_train
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.4750 C83 S titanic_train
232 0 3 Larsson, Mr. Bengt Edvin male 29.00 0 0 347067 7.7750 S titanic_train
233 0 2 Sjostedt, Mr. Ernst Adolf male 59.00 0 0 237442 13.5000 S titanic_train
234 1 3 Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.3875 S titanic_train
235 0 2 Leyson, Mr. Robert William Norman male 24.00 0 0 C.A. 29566 10.5000 S titanic_train
236 0 3 Harknett, Miss. Alice Phoebe female NA 0 0 W./C. 6609 7.5500 S titanic_train
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737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.3750 S titanic_train
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750 0 3 Connaghton, Mr. Michael male 31.00 0 0 335097 7.7500 Q titanic_train
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752 1 3 Moor, Master. Meier male 6.00 0 1 392096 12.4750 E121 S titanic_train
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756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S titanic_train
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758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.5000 S titanic_train
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.0500 S titanic_train
760 1 1 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.5000 B77 S titanic_train
761 0 3 Garfirth, Mr. John male NA 0 0 358585 14.5000 S titanic_train
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.1250 S titanic_train
763 1 3 Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C titanic_train
764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.0000 B96 B98 S titanic_train
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.7750 S titanic_train
766 1 1 Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.9583 D11 S titanic_train
767 0 1 Brewe, Dr. Arthur Jackson male NA 0 0 112379 39.6000 C titanic_train
768 0 3 Mangan, Miss. Mary female 30.50 0 0 364850 7.7500 Q titanic_train
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770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.3625 S titanic_train
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.5000 S titanic_train
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.8542 S titanic_train
773 0 2 Mack, Mrs. (Mary) female 57.00 0 0 S.O./P.P. 3 10.5000 E77 S titanic_train
774 0 3 Elias, Mr. Dibo male NA 0 0 2674 7.2250 C titanic_train
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776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.7500 S titanic_train
777 0 3 Tobin, Mr. Roger male NA 0 0 383121 7.7500 F38 Q titanic_train
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S titanic_train
779 0 3 Kilgannon, Mr. Thomas J male NA 0 0 36865 7.7375 Q titanic_train
780 1 1 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.3375 B3 S titanic_train
781 1 3 Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C titanic_train
782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.0000 B20 S titanic_train
783 0 1 Long, Mr. Milton Clyde male 29.00 0 0 113501 30.0000 D6 S titanic_train
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785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S titanic_train
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792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.0000 S titanic_train
793 0 3 Sage, Miss. Stella Anna female NA 8 2 CA. 2343 69.5500 S titanic_train
794 0 1 Hoyt, Mr. William Fisher male NA 0 0 PC 17600 30.6958 C titanic_train
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.8958 S titanic_train
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.0000 S titanic_train
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798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S titanic_train
799 0 3 Ibrahim Shawah, Mr. Yousseff male 30.00 0 0 2685 7.2292 C titanic_train
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801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.0000 S titanic_train
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S titanic_train
803 1 1 Carter, Master. William Thornton II male 11.00 1 2 113760 120.0000 B96 B98 S titanic_train
804 1 3 Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C titanic_train
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S titanic_train
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.7750 S titanic_train
807 0 1 Andrews, Mr. Thomas Jr male 39.00 0 0 112050 0.0000 A36 S titanic_train
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.7750 S titanic_train
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.0000 S titanic_train
810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.1000 E8 S titanic_train
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812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.1500 S titanic_train
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.5000 S titanic_train
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.2750 S titanic_train
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.0500 S titanic_train
816 0 1 Fry, Mr. Richard male NA 0 0 112058 0.0000 B102 S titanic_train
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.9250 S titanic_train
818 0 2 Mallet, Mr. Albert male 31.00 1 1 S.C./PARIS 2079 37.0042 C titanic_train
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.4500 S titanic_train
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.9000 S titanic_train
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822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S titanic_train
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.0000 S titanic_train
824 1 3 Moor, Mrs. (Beila) female 27.00 0 1 392096 12.4750 E121 S titanic_train
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.6875 S titanic_train
826 0 3 Flynn, Mr. John male NA 0 0 368323 6.9500 Q titanic_train
827 0 3 Lam, Mr. Len male NA 0 0 1601 56.4958 S titanic_train
828 1 2 Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C titanic_train
829 1 3 McCormack, Mr. Thomas Joseph male NA 0 0 367228 7.7500 Q titanic_train
830 1 1 Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 B28 titanic_train
831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C titanic_train
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S titanic_train
833 0 3 Saad, Mr. Amin male NA 0 0 2671 7.2292 C titanic_train
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.8542 S titanic_train
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.3000 S titanic_train
836 1 1 Compton, Miss. Sara Rebecca female 39.00 1 1 PC 17756 83.1583 E49 C titanic_train
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.6625 S titanic_train
838 0 3 Sirota, Mr. Maurice male NA 0 0 392092 8.0500 S titanic_train
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S titanic_train
840 1 1 Marechal, Mr. Pierre male NA 0 0 11774 29.7000 C47 C titanic_train
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.9250 S titanic_train
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.5000 S titanic_train
843 1 1 Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C titanic_train
844 0 3 Lemberopolous, Mr. Peter L male 34.50 0 0 2683 6.4375 C titanic_train
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.6625 S titanic_train
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.5500 S titanic_train
847 0 3 Sage, Mr. Douglas Bullen male NA 8 2 CA. 2343 69.5500 S titanic_train
848 0 3 Markoff, Mr. Marin male 35.00 0 0 349213 7.8958 C titanic_train
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.0000 S titanic_train
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female NA 1 0 17453 89.1042 C92 C titanic_train
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.2750 S titanic_train
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.7750 S titanic_train
853 0 3 Boulos, Miss. Nourelain female 9.00 1 1 2678 15.2458 C titanic_train
854 1 1 Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.4000 D28 S titanic_train
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.0000 S titanic_train
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S titanic_train
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S titanic_train
858 1 1 Daly, Mr. Peter Denis male 51.00 0 0 113055 26.5500 E17 S titanic_train
859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C titanic_train
860 0 3 Razi, Mr. Raihed male NA 0 0 2629 7.2292 C titanic_train
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.1083 S titanic_train
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.5000 S titanic_train
863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.9292 D17 S titanic_train
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female NA 8 2 CA. 2343 69.5500 S titanic_train
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.0000 S titanic_train
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S titanic_train
867 1 2 Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C titanic_train
868 0 1 Roebling, Mr. Washington Augustus II male 31.00 0 0 PC 17590 50.4958 A24 S titanic_train
869 0 3 van Melkebeke, Mr. Philemon male NA 0 0 345777 9.5000 S titanic_train
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S titanic_train
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.8958 S titanic_train
872 1 1 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.5542 D35 S titanic_train
873 0 1 Carlsson, Mr. Frans Olof male 33.00 0 0 695 5.0000 B51 B53 B55 S titanic_train
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.0000 S titanic_train
875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C titanic_train
876 1 3 Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C titanic_train
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.8458 S titanic_train
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.8958 S titanic_train
879 0 3 Laleff, Mr. Kristo male NA 0 0 349217 7.8958 S titanic_train
880 1 1 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 0 1 11767 83.1583 C50 C titanic_train
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S titanic_train
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.8958 S titanic_train
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.5167 S titanic_train
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.5000 S titanic_train
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.0500 S titanic_train
886 0 3 Rice, Mrs. William (Margaret Norton) female 39.00 0 5 382652 29.1250 Q titanic_train
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.0000 S titanic_train
888 1 1 Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.0000 B42 S titanic_train
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female NA 1 2 W./C. 6607 23.4500 S titanic_train
890 1 1 Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C148 C titanic_train
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q titanic_train
892 NA 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test
893 NA 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test
894 NA 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test
895 NA 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test
896 NA 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test
897 NA 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test
898 NA 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test
899 NA 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test
900 NA 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test
901 NA 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test
902 NA 3 Ilieff, Mr. Ylio male NA 0 0 349220 7.8958 S titanic_test
903 NA 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test
904 NA 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 B45 S titanic_test
905 NA 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test
906 NA 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_test
907 NA 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test
908 NA 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test
909 NA 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test
910 NA 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test
911 NA 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test
912 NA 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test
913 NA 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test
914 NA 1 Flegenheim, Mrs. Alfred (Antoinette) female NA 0 0 PC 17598 31.6833 S titanic_test
915 NA 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test
916 NA 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
917 NA 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test
918 NA 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 B36 C titanic_test
919 NA 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test
920 NA 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 A21 S titanic_test
921 NA 3 Samaan, Mr. Elias male NA 2 0 2662 21.6792 C titanic_test
922 NA 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test
923 NA 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test
924 NA 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test
925 NA 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female NA 1 2 W./C. 6607 23.4500 S titanic_test
926 NA 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C78 C titanic_test
927 NA 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test
928 NA 3 Roth, Miss. Sarah A female NA 0 0 342712 8.0500 S titanic_test
929 NA 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test
930 NA 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test
931 NA 3 Hee, Mr. Ling male NA 0 0 1601 56.4958 S titanic_test
932 NA 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test
933 NA 1 Franklin, Mr. Thomas Parham male NA 0 0 113778 26.5500 D34 S titanic_test
934 NA 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test
935 NA 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test
936 NA 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 D19 S titanic_test
937 NA 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test
938 NA 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 A9 C titanic_test
939 NA 3 Shaughnessy, Mr. Patrick male NA 0 0 370374 7.7500 Q titanic_test
940 NA 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 D15 C titanic_test
941 NA 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test
942 NA 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 C31 S titanic_test
943 NA 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test
944 NA 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test
945 NA 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 C23 C25 C27 S titanic_test
946 NA 2 Mangiavacchi, Mr. Serafino Emilio male NA 0 0 SC/A.3 2861 15.5792 C titanic_test
947 NA 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test
948 NA 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test
949 NA 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 F G63 S titanic_test
950 NA 3 Davison, Mr. Thomas Henry male NA 1 0 386525 16.1000 S titanic_test
951 NA 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 B61 C titanic_test
952 NA 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test
953 NA 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test
954 NA 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test
955 NA 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test
956 NA 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
957 NA 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female NA 0 0 F.C.C. 13534 21.0000 S titanic_test
958 NA 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test
959 NA 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test
960 NA 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C53 C titanic_test
961 NA 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 C23 C25 C27 S titanic_test
962 NA 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test
963 NA 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test
964 NA 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test
965 NA 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 D43 C titanic_test
966 NA 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C130 C titanic_test
967 NA 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C132 C titanic_test
968 NA 3 Miles, Mr. Frank male NA 0 0 359306 8.0500 S titanic_test
969 NA 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 C101 S titanic_test
970 NA 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test
971 NA 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test
972 NA 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test
973 NA 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
974 NA 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test
975 NA 3 Demetri, Mr. Marinko male NA 0 0 349238 7.8958 S titanic_test
976 NA 2 Lamb, Mr. John Joseph male NA 0 0 240261 10.7083 Q titanic_test
977 NA 3 Khalil, Mr. Betros male NA 1 0 2660 14.4542 C titanic_test
978 NA 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test
979 NA 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test
980 NA 3 O’Donoghue, Ms. Bridget female NA 0 0 364856 7.7500 Q titanic_test
981 NA 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test
982 NA 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test
983 NA 3 Pedersen, Mr. Olaf male NA 0 0 345498 7.7750 S titanic_test
984 NA 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 B71 S titanic_test
985 NA 3 Guest, Mr. Robert male NA 0 0 376563 8.0500 S titanic_test
986 NA 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test
987 NA 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test
988 NA 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 C46 S titanic_test
989 NA 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test
990 NA 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test
991 NA 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test
992 NA 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C116 C titanic_test
993 NA 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test
994 NA 3 Foley, Mr. William male NA 0 0 365235 7.7500 Q titanic_test
995 NA 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test
996 NA 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test
997 NA 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test
998 NA 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test
999 NA 3 Ryan, Mr. Edward male NA 0 0 383162 7.7500 Q titanic_test
1000 NA 3 Willer, Mr. Aaron (Abi Weller”)” male NA 0 0 3410 8.7125 S titanic_test
1001 NA 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 F S titanic_test
1002 NA 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test
1003 NA 3 Shine, Miss. Ellen Natalia female NA 0 0 330968 7.7792 Q titanic_test
1004 NA 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 A29 C titanic_test
1005 NA 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test
1006 NA 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
1007 NA 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test
1008 NA 3 Thomas, Mr. John male NA 0 0 2681 6.4375 C titanic_test
1009 NA 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 G6 S titanic_test
1010 NA 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C6 C titanic_test
1011 NA 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test
1012 NA 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test
1013 NA 3 Kiernan, Mr. John male NA 1 0 367227 7.7500 Q titanic_test
1014 NA 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C28 C titanic_test
1015 NA 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test
1016 NA 3 Kennedy, Mr. John male NA 0 0 368783 7.7500 Q titanic_test
1017 NA 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test
1018 NA 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test
1019 NA 3 McCoy, Miss. Alicia female NA 2 0 367226 23.2500 Q titanic_test
1020 NA 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test
1021 NA 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test
1022 NA 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test
1023 NA 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C51 C titanic_test
1024 NA 3 Lefebre, Mrs. Frank (Frances) female NA 0 4 4133 25.4667 S titanic_test
1025 NA 3 Thomas, Mr. Charles P male NA 1 0 2621 6.4375 C titanic_test
1026 NA 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test
1027 NA 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test
1028 NA 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test
1029 NA 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test
1030 NA 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test
1031 NA 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test
1032 NA 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test
1033 NA 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test
1034 NA 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
1035 NA 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test
1036 NA 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test
1037 NA 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test
1038 NA 1 Hilliard, Mr. Herbert Henry male NA 0 0 17463 51.8625 E46 S titanic_test
1039 NA 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test
1040 NA 1 Crafton, Mr. John Bertram male NA 0 0 113791 26.5500 S titanic_test
1041 NA 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test
1042 NA 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C54 C titanic_test
1043 NA 3 Matinoff, Mr. Nicola male NA 0 0 349255 7.8958 C titanic_test
1044 NA 3 Storey, Mr. Thomas male 60.50 0 0 3701 NA S titanic_test
1045 NA 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test
1046 NA 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test
1047 NA 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test
1048 NA 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 C97 S titanic_test
1049 NA 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test
1050 NA 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 D22 S titanic_test
1051 NA 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test
1052 NA 3 Smyth, Miss. Julia female NA 0 0 335432 7.7333 Q titanic_test
1053 NA 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test
1054 NA 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test
1055 NA 3 Pearce, Mr. Ernest male NA 0 0 343271 7.0000 S titanic_test
1056 NA 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test
1057 NA 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test
1058 NA 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 B10 C titanic_test
1059 NA 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test
1060 NA 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female NA 0 0 17770 27.7208 C titanic_test
1061 NA 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test
1062 NA 3 Lithman, Mr. Simon male NA 0 0 S.O./P.P. 251 7.5500 S titanic_test
1063 NA 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test
1064 NA 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test
1065 NA 3 Torfa, Mr. Assad male NA 0 0 2673 7.2292 C titanic_test
1066 NA 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test
1067 NA 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test
1068 NA 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test
1069 NA 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C116 C titanic_test
1070 NA 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 F4 S titanic_test
1071 NA 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 E45 C titanic_test
1072 NA 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test
1073 NA 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 E52 C titanic_test
1074 NA 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 D30 S titanic_test
1075 NA 3 Lane, Mr. Patrick male NA 0 0 7935 7.7500 Q titanic_test
1076 NA 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 B58 B60 C titanic_test
1077 NA 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test
1078 NA 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1079 NA 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test
1080 NA 3 Sage, Miss. Ada female NA 8 2 CA. 2343 69.5500 S titanic_test
1081 NA 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test
1082 NA 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test
1083 NA 1 Salomon, Mr. Abraham L male NA 0 0 111163 26.0000 S titanic_test
1084 NA 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test
1085 NA 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test
1086 NA 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test
1087 NA 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test
1088 NA 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 E34 C titanic_test
1089 NA 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test
1090 NA 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test
1091 NA 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female NA 0 0 65305 8.1125 S titanic_test
1092 NA 3 Murphy, Miss. Nora female NA 0 0 36568 15.5000 Q titanic_test
1093 NA 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test
1094 NA 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C62 C64 C titanic_test
1095 NA 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test
1096 NA 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test
1097 NA 1 Omont, Mr. Alfred Fernand male NA 0 0 F.C. 12998 25.7417 C titanic_test
1098 NA 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test
1099 NA 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test
1100 NA 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 A11 C titanic_test
1101 NA 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test
1102 NA 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test
1103 NA 3 Finoli, Mr. Luigi male NA 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test
1104 NA 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1105 NA 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test
1106 NA 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test
1107 NA 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 B11 S titanic_test
1108 NA 3 Mahon, Miss. Bridget Delia female NA 0 0 330924 7.8792 Q titanic_test
1109 NA 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test
1110 NA 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C80 C titanic_test
1111 NA 3 Thomson, Mr. Alexander Morrison male NA 0 0 32302 8.0500 S titanic_test
1112 NA 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test
1113 NA 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test
1114 NA 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 F33 S titanic_test
1115 NA 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test
1116 NA 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test
1117 NA 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female NA 0 2 2661 15.2458 C titanic_test
1118 NA 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test
1119 NA 3 McNeill, Miss. Bridget female NA 0 0 370368 7.7500 Q titanic_test
1120 NA 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test
1121 NA 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test
1122 NA 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test
1123 NA 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test
1124 NA 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test
1125 NA 3 Linehan, Mr. Michael male NA 0 0 330971 7.8792 Q titanic_test
1126 NA 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C85 C titanic_test
1127 NA 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test
1128 NA 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 D37 C titanic_test
1129 NA 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test
1130 NA 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test
1131 NA 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C86 C titanic_test
1132 NA 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test
1133 NA 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test
1134 NA 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 E34 C titanic_test
1135 NA 3 Hyman, Mr. Abraham male NA 0 0 3470 7.8875 S titanic_test
1136 NA 3 Johnston, Master. William Arthur Willie”” male NA 1 2 W./C. 6607 23.4500 S titanic_test
1137 NA 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 D21 S titanic_test
1138 NA 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test
1139 NA 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test
1140 NA 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test
1141 NA 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female NA 1 0 2660 14.4542 C titanic_test
1142 NA 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test
1143 NA 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test
1144 NA 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C89 C titanic_test
1145 NA 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test
1146 NA 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test
1147 NA 3 MacKay, Mr. George William male NA 0 0 C.A. 42795 7.5500 S titanic_test
1148 NA 3 Mahon, Mr. John male NA 0 0 AQ/4 3130 7.7500 Q titanic_test
1149 NA 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test
1150 NA 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test
1151 NA 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test
1152 NA 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test
1153 NA 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test
1154 NA 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test
1155 NA 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test
1156 NA 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test
1157 NA 3 Lyntakoff, Mr. Stanko male NA 0 0 349235 7.8958 S titanic_test
1158 NA 1 Chisholm, Mr. Roderick Robert Crispin male NA 0 0 112051 0.0000 S titanic_test
1159 NA 3 Warren, Mr. Charles William male NA 0 0 C.A. 49867 7.5500 S titanic_test
1160 NA 3 Howard, Miss. May Elizabeth female NA 0 0 A. 2. 39186 8.0500 S titanic_test
1161 NA 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test
1162 NA 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C6 C titanic_test
1163 NA 3 Fox, Mr. Patrick male NA 0 0 368573 7.7500 Q titanic_test
1164 NA 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C89 C titanic_test
1165 NA 3 Lennon, Miss. Mary female NA 1 0 370371 15.5000 Q titanic_test
1166 NA 3 Saade, Mr. Jean Nassr male NA 0 0 2676 7.2250 C titanic_test
1167 NA 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test
1168 NA 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test
1169 NA 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test
1170 NA 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test
1171 NA 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test
1172 NA 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test
1173 NA 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1174 NA 3 Fleming, Miss. Honora female NA 0 0 364859 7.7500 Q titanic_test
1175 NA 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test
1176 NA 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test
1177 NA 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test
1178 NA 3 Franklin, Mr. Charles (Charles Fardon) male NA 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test
1179 NA 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 B45 S titanic_test
1180 NA 3 Mardirosian, Mr. Sarkis male NA 0 0 2655 7.2292 F E46 C titanic_test
1181 NA 3 Ford, Mr. Arthur male NA 0 0 A/5 1478 8.0500 S titanic_test
1182 NA 1 Rheims, Mr. George Alexander Lucien male NA 0 0 PC 17607 39.6000 S titanic_test
1183 NA 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test
1184 NA 3 Nasr, Mr. Mustafa male NA 0 0 2652 7.2292 C titanic_test
1185 NA 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 A34 S titanic_test
1186 NA 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test
1187 NA 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test
1188 NA 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test
1189 NA 3 Samaan, Mr. Hanna male NA 2 0 2662 21.6792 C titanic_test
1190 NA 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test
1191 NA 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test
1192 NA 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test
1193 NA 2 Malachard, Mr. Noel male NA 0 0 237735 15.0458 D C titanic_test
1194 NA 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1195 NA 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test
1196 NA 3 McCarthy, Miss. Catherine Katie”” female NA 0 0 383123 7.7500 Q titanic_test
1197 NA 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 B26 S titanic_test
1198 NA 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 C22 C26 S titanic_test
1199 NA 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test
1200 NA 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 B69 S titanic_test
1201 NA 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test
1202 NA 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test
1203 NA 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test
1204 NA 3 Sadowitz, Mr. Harry male NA 0 0 LP 1588 7.5750 S titanic_test
1205 NA 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test
1206 NA 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C32 C titanic_test
1207 NA 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test
1208 NA 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 B78 C titanic_test
1209 NA 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test
1210 NA 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test
1211 NA 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test
1212 NA 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test
1213 NA 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 F E57 C titanic_test
1214 NA 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 F2 S titanic_test
1215 NA 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test
1216 NA 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test
1217 NA 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test
1218 NA 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 F4 S titanic_test
1219 NA 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test
1220 NA 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test
1221 NA 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test
1222 NA 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test
1223 NA 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 A18 C titanic_test
1224 NA 3 Thomas, Mr. Tannous male NA 0 0 2684 7.2250 C titanic_test
1225 NA 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test
1226 NA 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test
1227 NA 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 C106 S titanic_test
1228 NA 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test
1229 NA 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test
1230 NA 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test
1231 NA 3 Betros, Master. Seman male NA 0 0 2622 7.2292 C titanic_test
1232 NA 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test
1233 NA 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test
1234 NA 3 Sage, Mr. John George male NA 1 9 CA. 2343 69.5500 S titanic_test
1235 NA 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_test
1236 NA 3 van Billiard, Master. James William male NA 1 1 A/5. 851 14.5000 S titanic_test
1237 NA 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test
1238 NA 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test
1239 NA 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test
1240 NA 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test
1241 NA 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test
1242 NA 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 D10 D12 C titanic_test
1243 NA 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test
1244 NA 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1245 NA 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test
1246 NA 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test
1247 NA 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 E60 S titanic_test
1248 NA 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 C101 S titanic_test
1249 NA 3 Lockyer, Mr. Edward male NA 0 0 1222 7.8792 S titanic_test
1250 NA 3 O’Keefe, Mr. Patrick male NA 0 0 368402 7.7500 Q titanic_test
1251 NA 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test
1252 NA 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test
1253 NA 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test
1254 NA 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test
1255 NA 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test
1256 NA 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 E50 C titanic_test
1257 NA 3 Sage, Mrs. John (Annie Bullen) female NA 1 9 CA. 2343 69.5500 S titanic_test
1258 NA 3 Caram, Mr. Joseph male NA 1 0 2689 14.4583 C titanic_test
1259 NA 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test
1260 NA 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test
1261 NA 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test
1262 NA 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test
1263 NA 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 E39 E41 C titanic_test
1264 NA 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 B52 B54 B56 S titanic_test
1265 NA 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test
1266 NA 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 A34 S titanic_test
1267 NA 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test
1268 NA 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test
1269 NA 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test
1270 NA 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 C39 S titanic_test
1271 NA 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test
1272 NA 3 O’Connor, Mr. Patrick male NA 0 0 366713 7.7500 Q titanic_test
1273 NA 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test
1274 NA 3 Risien, Mrs. Samuel (Emma) female NA 0 0 364498 14.5000 S titanic_test
1275 NA 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test
1276 NA 2 Wheeler, Mr. Edwin Frederick”” male NA 0 0 SC/PARIS 2159 12.8750 S titanic_test
1277 NA 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test
1278 NA 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test
1279 NA 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test
1280 NA 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test
1281 NA 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test
1282 NA 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 B24 S titanic_test
1283 NA 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 D28 S titanic_test
1284 NA 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test
1285 NA 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test
1286 NA 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test
1287 NA 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 C31 S titanic_test
1288 NA 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test
1289 NA 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 B41 C titanic_test
1290 NA 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test
1291 NA 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test
1292 NA 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 C7 S titanic_test
1293 NA 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test
1294 NA 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test
1295 NA 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test
1296 NA 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 D40 C titanic_test
1297 NA 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 D38 C titanic_test
1298 NA 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test
1299 NA 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C80 C titanic_test
1300 NA 3 Riordan, Miss. Johanna Hannah”” female NA 0 0 334915 7.7208 Q titanic_test
1301 NA 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1302 NA 3 Naughton, Miss. Hannah female NA 0 0 365237 7.7500 Q titanic_test
1303 NA 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 C78 Q titanic_test
1304 NA 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test
1305 NA 3 Spector, Mr. Woolf male NA 0 0 A.5. 3236 8.0500 S titanic_test
1306 NA 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C105 C titanic_test
1307 NA 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test
1308 NA 3 Ware, Mr. Frederick male NA 0 0 359309 8.0500 S titanic_test
1309 NA 3 Peter, Master. Michael J male NA 1 1 2668 22.3583 C titanic_test

4.4 Duplicate Rows

# ตรวจสอบว่ามีแถวซ้ำกันไหม TRUE มี, False ไม่มี
titanic_data |> distinct() |> count() !=  titanic_data |> count()
##          n
## [1,] FALSE

4.5 Explore NA and Missing Value

4.5.1 Rows with at least one NA in any column

# เลือกแถวที่มีค่า NA อย่างน้อย 1 คอลัมน์
titanic_data |> 
  filter(if_any(everything(), is.na)) |>  # ให้ตรวจดูทุกคอลัมน์ในแต่ละแถว ว่ามีอย่างน้อย 1 คอลัมน์ที่ค่าเป็น NA หรือไม่
  styled_kable() # ธีมตาราง
## Data Dimensions:  595 rows x 13 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source
6 0 3 Moran, Mr. James male NA 0 0 330877 8.4583 Q titanic_train
18 1 2 Williams, Mr. Charles Eugene male NA 0 0 244373 13.0000 S titanic_train
20 1 3 Masselmani, Mrs. Fatima female NA 0 0 2649 7.2250 C titanic_train
27 0 3 Emir, Mr. Farred Chehab male NA 0 0 2631 7.2250 C titanic_train
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female NA 0 0 330959 7.8792 Q titanic_train
30 0 3 Todoroff, Mr. Lalio male NA 0 0 349216 7.8958 S titanic_train
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female NA 1 0 PC 17569 146.5208 B78 C titanic_train
33 1 3 Glynn, Miss. Mary Agatha female NA 0 0 335677 7.7500 Q titanic_train
37 1 3 Mamee, Mr. Hanna male NA 0 0 2677 7.2292 C titanic_train
43 0 3 Kraeff, Mr. Theodor male NA 0 0 349253 7.8958 C titanic_train
46 0 3 Rogers, Mr. William John male NA 0 0 S.C./A.4. 23567 8.0500 S titanic_train
47 0 3 Lennon, Mr. Denis male NA 1 0 370371 15.5000 Q titanic_train
48 1 3 O’Driscoll, Miss. Bridget female NA 0 0 14311 7.7500 Q titanic_train
49 0 3 Samaan, Mr. Youssef male NA 2 0 2662 21.6792 C titanic_train
56 1 1 Woolner, Mr. Hugh male NA 0 0 19947 35.5000 C52 S titanic_train
65 0 1 Stewart, Mr. Albert A male NA 0 0 PC 17605 27.7208 C titanic_train
66 1 3 Moubarek, Master. Gerios male NA 1 1 2661 15.2458 C titanic_train
77 0 3 Staneff, Mr. Ivan male NA 0 0 349208 7.8958 S titanic_train
78 0 3 Moutal, Mr. Rahamin Haim male NA 0 0 374746 8.0500 S titanic_train
83 1 3 McDermott, Miss. Brigdet Delia female NA 0 0 330932 7.7875 Q titanic_train
88 0 3 Slocovski, Mr. Selman Francis male NA 0 0 SOTON/OQ 392086 8.0500 S titanic_train
96 0 3 Shorney, Mr. Charles Joseph male NA 0 0 374910 8.0500 S titanic_train
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male NA 0 0 349215 7.8958 S titanic_train
108 1 3 Moss, Mr. Albert Johan male NA 0 0 312991 7.7750 S titanic_train
110 1 3 Moran, Miss. Bertha female NA 1 0 371110 24.1500 Q titanic_train
122 0 3 Moore, Mr. Leonard Charles male NA 0 0 A4. 54510 8.0500 S titanic_train
127 0 3 McMahon, Mr. Martin male NA 0 0 370372 7.7500 Q titanic_train
129 1 3 Peter, Miss. Anna female NA 1 1 2668 22.3583 F E69 C titanic_train
141 0 3 Boulos, Mrs. Joseph (Sultana) female NA 0 2 2678 15.2458 C titanic_train
155 0 3 Olsen, Mr. Ole Martin male NA 0 0 Fa 265302 7.3125 S titanic_train
159 0 3 Smiljanic, Mr. Mile male NA 0 0 315037 8.6625 S titanic_train
160 0 3 Sage, Master. Thomas Henry male NA 8 2 CA. 2343 69.5500 S titanic_train
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female NA 0 1 113505 55.0000 E33 S titanic_train
169 0 1 Baumann, Mr. John D male NA 0 0 PC 17318 25.9250 S titanic_train
177 0 3 Lefebre, Master. Henry Forbes male NA 3 1 4133 25.4667 S titanic_train
181 0 3 Sage, Miss. Constance Gladys female NA 8 2 CA. 2343 69.5500 S titanic_train
182 0 2 Pernot, Mr. Rene male NA 0 0 SC/PARIS 2131 15.0500 C titanic_train
186 0 1 Rood, Mr. Hugh Roscoe male NA 0 0 113767 50.0000 A32 S titanic_train
187 1 3 O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) female NA 1 0 370365 15.5000 Q titanic_train
197 0 3 Mernagh, Mr. Robert male NA 0 0 368703 7.7500 Q titanic_train
199 1 3 Madigan, Miss. Margaret “Maggie” female NA 0 0 370370 7.7500 Q titanic_train
202 0 3 Sage, Mr. Frederick male NA 8 2 CA. 2343 69.5500 S titanic_train
215 0 3 Kiernan, Mr. Philip male NA 1 0 367229 7.7500 Q titanic_train
224 0 3 Nenkoff, Mr. Christo male NA 0 0 349234 7.8958 S titanic_train
230 0 3 Lefebre, Miss. Mathilde female NA 3 1 4133 25.4667 S titanic_train
236 0 3 Harknett, Miss. Alice Phoebe female NA 0 0 W./C. 6609 7.5500 S titanic_train
241 0 3 Zabour, Miss. Thamine female NA 1 0 2665 14.4542 C titanic_train
242 1 3 Murphy, Miss. Katherine “Kate” female NA 1 0 367230 15.5000 Q titanic_train
251 0 3 Reed, Mr. James George male NA 0 0 362316 7.2500 S titanic_train
257 1 1 Thorne, Mrs. Gertrude Maybelle female NA 0 0 PC 17585 79.2000 C titanic_train
261 0 3 Smith, Mr. Thomas male NA 0 0 384461 7.7500 Q titanic_train
265 0 3 Henry, Miss. Delia female NA 0 0 382649 7.7500 Q titanic_train
271 0 1 Cairns, Mr. Alexander male NA 0 0 113798 31.0000 S titanic_train
275 1 3 Healy, Miss. Hanora “Nora” female NA 0 0 370375 7.7500 Q titanic_train
278 0 2 Parkes, Mr. Francis “Frank” male NA 0 0 239853 0.0000 S titanic_train
285 0 1 Smith, Mr. Richard William male NA 0 0 113056 26.0000 A19 S titanic_train
296 0 1 Lewy, Mr. Ervin G male NA 0 0 PC 17612 27.7208 C titanic_train
299 1 1 Saalfeld, Mr. Adolphe male NA 0 0 19988 30.5000 C106 S titanic_train
301 1 3 Kelly, Miss. Anna Katherine “Annie Kate” female NA 0 0 9234 7.7500 Q titanic_train
302 1 3 McCoy, Mr. Bernard male NA 2 0 367226 23.2500 Q titanic_train
304 1 2 Keane, Miss. Nora A female NA 0 0 226593 12.3500 E101 Q titanic_train
305 0 3 Williams, Mr. Howard Hugh “Harry” male NA 0 0 A/5 2466 8.0500 S titanic_train
307 1 1 Fleming, Miss. Margaret female NA 0 0 17421 110.8833 C titanic_train
325 0 3 Sage, Mr. George John Jr male NA 8 2 CA. 2343 69.5500 S titanic_train
331 1 3 McCoy, Miss. Agnes female NA 2 0 367226 23.2500 Q titanic_train
335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female NA 1 0 PC 17611 133.6500 S titanic_train
336 0 3 Denkoff, Mr. Mitto male NA 0 0 349225 7.8958 S titanic_train
348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female NA 1 0 386525 16.1000 S titanic_train
352 0 1 Williams-Lambert, Mr. Fletcher Fellows male NA 0 0 113510 35.0000 C128 S titanic_train
355 0 3 Yousif, Mr. Wazli male NA 0 0 2647 7.2250 C titanic_train
359 1 3 McGovern, Miss. Mary female NA 0 0 330931 7.8792 Q titanic_train
360 1 3 Mockler, Miss. Helen Mary “Ellie” female NA 0 0 330980 7.8792 Q titanic_train
365 0 3 O’Brien, Mr. Thomas male NA 1 0 370365 15.5000 Q titanic_train
368 1 3 Moussa, Mrs. (Mantoura Boulos) female NA 0 0 2626 7.2292 C titanic_train
369 1 3 Jermyn, Miss. Annie female NA 0 0 14313 7.7500 Q titanic_train
376 1 1 Meyer, Mrs. Edgar Joseph (Leila Saks) female NA 1 0 PC 17604 82.1708 C titanic_train
385 0 3 Plotcharsky, Mr. Vasil male NA 0 0 349227 7.8958 S titanic_train
389 0 3 Sadlier, Mr. Matthew male NA 0 0 367655 7.7292 Q titanic_train
410 0 3 Lefebre, Miss. Ida female NA 3 1 4133 25.4667 S titanic_train
411 0 3 Sdycoff, Mr. Todor male NA 0 0 349222 7.8958 S titanic_train
412 0 3 Hart, Mr. Henry male NA 0 0 394140 6.8583 Q titanic_train
414 0 2 Cunningham, Mr. Alfred Fleming male NA 0 0 239853 0.0000 S titanic_train
416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female NA 0 0 343095 8.0500 S titanic_train
421 0 3 Gheorgheff, Mr. Stanio male NA 0 0 349254 7.8958 C titanic_train
426 0 3 Wiseman, Mr. Phillippe male NA 0 0 A/4. 34244 7.2500 S titanic_train
429 0 3 Flynn, Mr. James male NA 0 0 364851 7.7500 Q titanic_train
432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female NA 1 0 376564 16.1000 S titanic_train
445 1 3 Johannesen-Bratthammer, Mr. Bernt male NA 0 0 65306 8.1125 S titanic_train
452 0 3 Hagland, Mr. Ingvald Olai Olsen male NA 1 0 65303 19.9667 S titanic_train
455 0 3 Peduzzi, Mr. Joseph male NA 0 0 A/5 2817 8.0500 S titanic_train
458 1 1 Kenyon, Mrs. Frederick R (Marion) female NA 1 0 17464 51.8625 D21 S titanic_train
460 0 3 O’Connor, Mr. Maurice male NA 0 0 371060 7.7500 Q titanic_train
465 0 3 Maisner, Mr. Simon male NA 0 0 A/S 2816 8.0500 S titanic_train
467 0 2 Campbell, Mr. William male NA 0 0 239853 0.0000 S titanic_train
469 0 3 Scanlan, Mr. James male NA 0 0 36209 7.7250 Q titanic_train
471 0 3 Keefe, Mr. Arthur male NA 0 0 323592 7.2500 S titanic_train
476 0 1 Clifford, Mr. George Quincy male NA 0 0 110465 52.0000 A14 S titanic_train
482 0 2 Frost, Mr. Anthony Wood “Archie” male NA 0 0 239854 0.0000 S titanic_train
486 0 3 Lefebre, Miss. Jeannie female NA 3 1 4133 25.4667 S titanic_train
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male NA 1 0 65304 19.9667 S titanic_train
496 0 3 Yousseff, Mr. Gerious male NA 0 0 2627 14.4583 C titanic_train
498 0 3 Shellard, Mr. Frederick William male NA 0 0 C.A. 6212 15.1000 S titanic_train
503 0 3 O’Sullivan, Miss. Bridget Mary female NA 0 0 330909 7.6292 Q titanic_train
508 1 1 Bradley, Mr. George (“George Arthur Brayton”) male NA 0 0 111427 26.5500 S titanic_train
512 0 3 Webber, Mr. James male NA 0 0 SOTON/OQ 3101316 8.0500 S titanic_train
518 0 3 Ryan, Mr. Patrick male NA 0 0 371110 24.1500 Q titanic_train
523 0 3 Lahoud, Mr. Sarkis male NA 0 0 2624 7.2250 C titanic_train
525 0 3 Kassem, Mr. Fared male NA 0 0 2700 7.2292 C titanic_train
528 0 1 Farthing, Mr. John male NA 0 0 PC 17483 221.7792 C95 S titanic_train
532 0 3 Toufik, Mr. Nakli male NA 0 0 2641 7.2292 C titanic_train
534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female NA 0 2 2668 22.3583 C titanic_train
539 0 3 Risien, Mr. Samuel Beard male NA 0 0 364498 14.5000 S titanic_train
548 1 2 Padro y Manent, Mr. Julian male NA 0 0 SC/PARIS 2146 13.8625 C titanic_train
553 0 3 O’Brien, Mr. Timothy male NA 0 0 330979 7.8292 Q titanic_train
558 0 1 Robbins, Mr. Victor male NA 0 0 PC 17757 227.5250 C titanic_train
561 0 3 Morrow, Mr. Thomas Rowan male NA 0 0 372622 7.7500 Q titanic_train
564 0 3 Simmons, Mr. John male NA 0 0 SOTON/OQ 392082 8.0500 S titanic_train
565 0 3 Meanwell, Miss. (Marion Ogden) female NA 0 0 SOTON/O.Q. 392087 8.0500 S titanic_train
569 0 3 Doharr, Mr. Tannous male NA 0 0 2686 7.2292 C titanic_train
574 1 3 Kelly, Miss. Mary female NA 0 0 14312 7.7500 Q titanic_train
579 0 3 Caram, Mrs. Joseph (Maria Elias) female NA 1 0 2689 14.4583 C titanic_train
585 0 3 Paulner, Mr. Uscher male NA 0 0 3411 8.7125 C titanic_train
590 0 3 Murdlin, Mr. Joseph male NA 0 0 A./5. 3235 8.0500 S titanic_train
594 0 3 Bourke, Miss. Mary female NA 0 2 364848 7.7500 Q titanic_train
597 1 2 Leitch, Miss. Jessie Wills female NA 0 0 248727 33.0000 S titanic_train
599 0 3 Boulos, Mr. Hanna male NA 0 0 2664 7.2250 C titanic_train
602 0 3 Slabenoff, Mr. Petco male NA 0 0 349214 7.8958 S titanic_train
603 0 1 Harrington, Mr. Charles H male NA 0 0 113796 42.4000 S titanic_train
612 0 3 Jardin, Mr. Jose Neto male NA 0 0 SOTON/O.Q. 3101305 7.0500 S titanic_train
613 1 3 Murphy, Miss. Margaret Jane female NA 1 0 367230 15.5000 Q titanic_train
614 0 3 Horgan, Mr. John male NA 0 0 370377 7.7500 Q titanic_train
630 0 3 O’Connell, Mr. Patrick D male NA 0 0 334912 7.7333 Q titanic_train
634 0 1 Parr, Mr. William Henry Marsh male NA 0 0 112052 0.0000 S titanic_train
640 0 3 Thorneycroft, Mr. Percival male NA 1 0 376564 16.1000 S titanic_train
644 1 3 Foo, Mr. Choong male NA 0 0 1601 56.4958 S titanic_train
649 0 3 Willey, Mr. Edward male NA 0 0 S.O./P.P. 751 7.5500 S titanic_train
651 0 3 Mitkoff, Mr. Mito male NA 0 0 349221 7.8958 S titanic_train
654 1 3 O’Leary, Miss. Hanora “Norah” female NA 0 0 330919 7.8292 Q titanic_train
657 0 3 Radeff, Mr. Alexander male NA 0 0 349223 7.8958 S titanic_train
668 0 3 Rommetvedt, Mr. Knud Paust male NA 0 0 312993 7.7750 S titanic_train
670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female NA 1 0 19996 52.0000 C126 S titanic_train
675 0 2 Watson, Mr. Ennis Hastings male NA 0 0 239856 0.0000 S titanic_train
681 0 3 Peters, Miss. Katie female NA 0 0 330935 8.1375 Q titanic_train
693 1 3 Lam, Mr. Ali male NA 0 0 1601 56.4958 S titanic_train
698 1 3 Mullens, Miss. Katherine “Katie” female NA 0 0 35852 7.7333 Q titanic_train
710 1 3 Moubarek, Master. Halim Gonios (“William George”) male NA 1 1 2661 15.2458 C titanic_train
712 0 1 Klaber, Mr. Herman male NA 0 0 113028 26.5500 C124 S titanic_train
719 0 3 McEvoy, Mr. Michael male NA 0 0 36568 15.5000 Q titanic_train
728 1 3 Mannion, Miss. Margareth female NA 0 0 36866 7.7375 Q titanic_train
733 0 2 Knight, Mr. Robert J male NA 0 0 239855 0.0000 S titanic_train
739 0 3 Ivanoff, Mr. Kanio male NA 0 0 349201 7.8958 S titanic_train
740 0 3 Nankoff, Mr. Minko male NA 0 0 349218 7.8958 S titanic_train
741 1 1 Hawksford, Mr. Walter James male NA 0 0 16988 30.0000 D45 S titanic_train
761 0 3 Garfirth, Mr. John male NA 0 0 358585 14.5000 S titanic_train
767 0 1 Brewe, Dr. Arthur Jackson male NA 0 0 112379 39.6000 C titanic_train
769 0 3 Moran, Mr. Daniel J male NA 1 0 371110 24.1500 Q titanic_train
774 0 3 Elias, Mr. Dibo male NA 0 0 2674 7.2250 C titanic_train
777 0 3 Tobin, Mr. Roger male NA 0 0 383121 7.7500 F38 Q titanic_train
779 0 3 Kilgannon, Mr. Thomas J male NA 0 0 36865 7.7375 Q titanic_train
784 0 3 Johnston, Mr. Andrew G male NA 1 2 W./C. 6607 23.4500 S titanic_train
791 0 3 Keane, Mr. Andrew “Andy” male NA 0 0 12460 7.7500 Q titanic_train
793 0 3 Sage, Miss. Stella Anna female NA 8 2 CA. 2343 69.5500 S titanic_train
794 0 1 Hoyt, Mr. William Fisher male NA 0 0 PC 17600 30.6958 C titanic_train
816 0 1 Fry, Mr. Richard male NA 0 0 112058 0.0000 B102 S titanic_train
826 0 3 Flynn, Mr. John male NA 0 0 368323 6.9500 Q titanic_train
827 0 3 Lam, Mr. Len male NA 0 0 1601 56.4958 S titanic_train
829 1 3 McCormack, Mr. Thomas Joseph male NA 0 0 367228 7.7500 Q titanic_train
833 0 3 Saad, Mr. Amin male NA 0 0 2671 7.2292 C titanic_train
838 0 3 Sirota, Mr. Maurice male NA 0 0 392092 8.0500 S titanic_train
840 1 1 Marechal, Mr. Pierre male NA 0 0 11774 29.7000 C47 C titanic_train
847 0 3 Sage, Mr. Douglas Bullen male NA 8 2 CA. 2343 69.5500 S titanic_train
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female NA 1 0 17453 89.1042 C92 C titanic_train
860 0 3 Razi, Mr. Raihed male NA 0 0 2629 7.2292 C titanic_train
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female NA 8 2 CA. 2343 69.5500 S titanic_train
869 0 3 van Melkebeke, Mr. Philemon male NA 0 0 345777 9.5000 S titanic_train
879 0 3 Laleff, Mr. Kristo male NA 0 0 349217 7.8958 S titanic_train
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female NA 1 2 W./C. 6607 23.4500 S titanic_train
892 NA 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test
893 NA 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test
894 NA 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test
895 NA 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test
896 NA 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test
897 NA 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test
898 NA 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test
899 NA 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test
900 NA 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test
901 NA 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test
902 NA 3 Ilieff, Mr. Ylio male NA 0 0 349220 7.8958 S titanic_test
903 NA 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test
904 NA 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 B45 S titanic_test
905 NA 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test
906 NA 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_test
907 NA 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test
908 NA 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test
909 NA 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test
910 NA 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test
911 NA 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test
912 NA 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test
913 NA 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test
914 NA 1 Flegenheim, Mrs. Alfred (Antoinette) female NA 0 0 PC 17598 31.6833 S titanic_test
915 NA 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test
916 NA 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
917 NA 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test
918 NA 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 B36 C titanic_test
919 NA 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test
920 NA 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 A21 S titanic_test
921 NA 3 Samaan, Mr. Elias male NA 2 0 2662 21.6792 C titanic_test
922 NA 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test
923 NA 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test
924 NA 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test
925 NA 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female NA 1 2 W./C. 6607 23.4500 S titanic_test
926 NA 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C78 C titanic_test
927 NA 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test
928 NA 3 Roth, Miss. Sarah A female NA 0 0 342712 8.0500 S titanic_test
929 NA 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test
930 NA 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test
931 NA 3 Hee, Mr. Ling male NA 0 0 1601 56.4958 S titanic_test
932 NA 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test
933 NA 1 Franklin, Mr. Thomas Parham male NA 0 0 113778 26.5500 D34 S titanic_test
934 NA 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test
935 NA 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test
936 NA 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 D19 S titanic_test
937 NA 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test
938 NA 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 A9 C titanic_test
939 NA 3 Shaughnessy, Mr. Patrick male NA 0 0 370374 7.7500 Q titanic_test
940 NA 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 D15 C titanic_test
941 NA 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test
942 NA 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 C31 S titanic_test
943 NA 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test
944 NA 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test
945 NA 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 C23 C25 C27 S titanic_test
946 NA 2 Mangiavacchi, Mr. Serafino Emilio male NA 0 0 SC/A.3 2861 15.5792 C titanic_test
947 NA 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test
948 NA 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test
949 NA 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 F G63 S titanic_test
950 NA 3 Davison, Mr. Thomas Henry male NA 1 0 386525 16.1000 S titanic_test
951 NA 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 B61 C titanic_test
952 NA 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test
953 NA 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test
954 NA 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test
955 NA 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test
956 NA 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
957 NA 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female NA 0 0 F.C.C. 13534 21.0000 S titanic_test
958 NA 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test
959 NA 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test
960 NA 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C53 C titanic_test
961 NA 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 C23 C25 C27 S titanic_test
962 NA 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test
963 NA 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test
964 NA 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test
965 NA 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 D43 C titanic_test
966 NA 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C130 C titanic_test
967 NA 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C132 C titanic_test
968 NA 3 Miles, Mr. Frank male NA 0 0 359306 8.0500 S titanic_test
969 NA 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 C101 S titanic_test
970 NA 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test
971 NA 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test
972 NA 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test
973 NA 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
974 NA 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test
975 NA 3 Demetri, Mr. Marinko male NA 0 0 349238 7.8958 S titanic_test
976 NA 2 Lamb, Mr. John Joseph male NA 0 0 240261 10.7083 Q titanic_test
977 NA 3 Khalil, Mr. Betros male NA 1 0 2660 14.4542 C titanic_test
978 NA 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test
979 NA 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test
980 NA 3 O’Donoghue, Ms. Bridget female NA 0 0 364856 7.7500 Q titanic_test
981 NA 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test
982 NA 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test
983 NA 3 Pedersen, Mr. Olaf male NA 0 0 345498 7.7750 S titanic_test
984 NA 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 B71 S titanic_test
985 NA 3 Guest, Mr. Robert male NA 0 0 376563 8.0500 S titanic_test
986 NA 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test
987 NA 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test
988 NA 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 C46 S titanic_test
989 NA 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test
990 NA 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test
991 NA 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test
992 NA 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C116 C titanic_test
993 NA 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test
994 NA 3 Foley, Mr. William male NA 0 0 365235 7.7500 Q titanic_test
995 NA 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test
996 NA 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test
997 NA 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test
998 NA 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test
999 NA 3 Ryan, Mr. Edward male NA 0 0 383162 7.7500 Q titanic_test
1000 NA 3 Willer, Mr. Aaron (Abi Weller”)” male NA 0 0 3410 8.7125 S titanic_test
1001 NA 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 F S titanic_test
1002 NA 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test
1003 NA 3 Shine, Miss. Ellen Natalia female NA 0 0 330968 7.7792 Q titanic_test
1004 NA 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 A29 C titanic_test
1005 NA 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test
1006 NA 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
1007 NA 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test
1008 NA 3 Thomas, Mr. John male NA 0 0 2681 6.4375 C titanic_test
1009 NA 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 G6 S titanic_test
1010 NA 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C6 C titanic_test
1011 NA 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test
1012 NA 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test
1013 NA 3 Kiernan, Mr. John male NA 1 0 367227 7.7500 Q titanic_test
1014 NA 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C28 C titanic_test
1015 NA 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test
1016 NA 3 Kennedy, Mr. John male NA 0 0 368783 7.7500 Q titanic_test
1017 NA 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test
1018 NA 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test
1019 NA 3 McCoy, Miss. Alicia female NA 2 0 367226 23.2500 Q titanic_test
1020 NA 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test
1021 NA 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test
1022 NA 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test
1023 NA 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C51 C titanic_test
1024 NA 3 Lefebre, Mrs. Frank (Frances) female NA 0 4 4133 25.4667 S titanic_test
1025 NA 3 Thomas, Mr. Charles P male NA 1 0 2621 6.4375 C titanic_test
1026 NA 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test
1027 NA 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test
1028 NA 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test
1029 NA 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test
1030 NA 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test
1031 NA 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test
1032 NA 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test
1033 NA 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test
1034 NA 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
1035 NA 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test
1036 NA 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test
1037 NA 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test
1038 NA 1 Hilliard, Mr. Herbert Henry male NA 0 0 17463 51.8625 E46 S titanic_test
1039 NA 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test
1040 NA 1 Crafton, Mr. John Bertram male NA 0 0 113791 26.5500 S titanic_test
1041 NA 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test
1042 NA 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C54 C titanic_test
1043 NA 3 Matinoff, Mr. Nicola male NA 0 0 349255 7.8958 C titanic_test
1044 NA 3 Storey, Mr. Thomas male 60.50 0 0 3701 NA S titanic_test
1045 NA 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test
1046 NA 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test
1047 NA 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test
1048 NA 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 C97 S titanic_test
1049 NA 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test
1050 NA 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 D22 S titanic_test
1051 NA 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test
1052 NA 3 Smyth, Miss. Julia female NA 0 0 335432 7.7333 Q titanic_test
1053 NA 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test
1054 NA 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test
1055 NA 3 Pearce, Mr. Ernest male NA 0 0 343271 7.0000 S titanic_test
1056 NA 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test
1057 NA 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test
1058 NA 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 B10 C titanic_test
1059 NA 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test
1060 NA 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female NA 0 0 17770 27.7208 C titanic_test
1061 NA 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test
1062 NA 3 Lithman, Mr. Simon male NA 0 0 S.O./P.P. 251 7.5500 S titanic_test
1063 NA 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test
1064 NA 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test
1065 NA 3 Torfa, Mr. Assad male NA 0 0 2673 7.2292 C titanic_test
1066 NA 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test
1067 NA 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test
1068 NA 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test
1069 NA 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C116 C titanic_test
1070 NA 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 F4 S titanic_test
1071 NA 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 E45 C titanic_test
1072 NA 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test
1073 NA 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 E52 C titanic_test
1074 NA 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 D30 S titanic_test
1075 NA 3 Lane, Mr. Patrick male NA 0 0 7935 7.7500 Q titanic_test
1076 NA 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 B58 B60 C titanic_test
1077 NA 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test
1078 NA 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1079 NA 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test
1080 NA 3 Sage, Miss. Ada female NA 8 2 CA. 2343 69.5500 S titanic_test
1081 NA 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test
1082 NA 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test
1083 NA 1 Salomon, Mr. Abraham L male NA 0 0 111163 26.0000 S titanic_test
1084 NA 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test
1085 NA 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test
1086 NA 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test
1087 NA 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test
1088 NA 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 E34 C titanic_test
1089 NA 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test
1090 NA 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test
1091 NA 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female NA 0 0 65305 8.1125 S titanic_test
1092 NA 3 Murphy, Miss. Nora female NA 0 0 36568 15.5000 Q titanic_test
1093 NA 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test
1094 NA 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C62 C64 C titanic_test
1095 NA 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test
1096 NA 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test
1097 NA 1 Omont, Mr. Alfred Fernand male NA 0 0 F.C. 12998 25.7417 C titanic_test
1098 NA 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test
1099 NA 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test
1100 NA 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 A11 C titanic_test
1101 NA 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test
1102 NA 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test
1103 NA 3 Finoli, Mr. Luigi male NA 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test
1104 NA 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1105 NA 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test
1106 NA 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test
1107 NA 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 B11 S titanic_test
1108 NA 3 Mahon, Miss. Bridget Delia female NA 0 0 330924 7.8792 Q titanic_test
1109 NA 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test
1110 NA 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C80 C titanic_test
1111 NA 3 Thomson, Mr. Alexander Morrison male NA 0 0 32302 8.0500 S titanic_test
1112 NA 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test
1113 NA 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test
1114 NA 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 F33 S titanic_test
1115 NA 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test
1116 NA 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test
1117 NA 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female NA 0 2 2661 15.2458 C titanic_test
1118 NA 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test
1119 NA 3 McNeill, Miss. Bridget female NA 0 0 370368 7.7500 Q titanic_test
1120 NA 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test
1121 NA 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test
1122 NA 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test
1123 NA 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test
1124 NA 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test
1125 NA 3 Linehan, Mr. Michael male NA 0 0 330971 7.8792 Q titanic_test
1126 NA 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C85 C titanic_test
1127 NA 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test
1128 NA 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 D37 C titanic_test
1129 NA 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test
1130 NA 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test
1131 NA 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C86 C titanic_test
1132 NA 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test
1133 NA 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test
1134 NA 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 E34 C titanic_test
1135 NA 3 Hyman, Mr. Abraham male NA 0 0 3470 7.8875 S titanic_test
1136 NA 3 Johnston, Master. William Arthur Willie”” male NA 1 2 W./C. 6607 23.4500 S titanic_test
1137 NA 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 D21 S titanic_test
1138 NA 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test
1139 NA 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test
1140 NA 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test
1141 NA 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female NA 1 0 2660 14.4542 C titanic_test
1142 NA 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test
1143 NA 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test
1144 NA 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C89 C titanic_test
1145 NA 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test
1146 NA 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test
1147 NA 3 MacKay, Mr. George William male NA 0 0 C.A. 42795 7.5500 S titanic_test
1148 NA 3 Mahon, Mr. John male NA 0 0 AQ/4 3130 7.7500 Q titanic_test
1149 NA 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test
1150 NA 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test
1151 NA 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test
1152 NA 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test
1153 NA 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test
1154 NA 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test
1155 NA 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test
1156 NA 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test
1157 NA 3 Lyntakoff, Mr. Stanko male NA 0 0 349235 7.8958 S titanic_test
1158 NA 1 Chisholm, Mr. Roderick Robert Crispin male NA 0 0 112051 0.0000 S titanic_test
1159 NA 3 Warren, Mr. Charles William male NA 0 0 C.A. 49867 7.5500 S titanic_test
1160 NA 3 Howard, Miss. May Elizabeth female NA 0 0 A. 2. 39186 8.0500 S titanic_test
1161 NA 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test
1162 NA 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C6 C titanic_test
1163 NA 3 Fox, Mr. Patrick male NA 0 0 368573 7.7500 Q titanic_test
1164 NA 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C89 C titanic_test
1165 NA 3 Lennon, Miss. Mary female NA 1 0 370371 15.5000 Q titanic_test
1166 NA 3 Saade, Mr. Jean Nassr male NA 0 0 2676 7.2250 C titanic_test
1167 NA 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test
1168 NA 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test
1169 NA 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test
1170 NA 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test
1171 NA 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test
1172 NA 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test
1173 NA 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1174 NA 3 Fleming, Miss. Honora female NA 0 0 364859 7.7500 Q titanic_test
1175 NA 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test
1176 NA 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test
1177 NA 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test
1178 NA 3 Franklin, Mr. Charles (Charles Fardon) male NA 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test
1179 NA 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 B45 S titanic_test
1180 NA 3 Mardirosian, Mr. Sarkis male NA 0 0 2655 7.2292 F E46 C titanic_test
1181 NA 3 Ford, Mr. Arthur male NA 0 0 A/5 1478 8.0500 S titanic_test
1182 NA 1 Rheims, Mr. George Alexander Lucien male NA 0 0 PC 17607 39.6000 S titanic_test
1183 NA 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test
1184 NA 3 Nasr, Mr. Mustafa male NA 0 0 2652 7.2292 C titanic_test
1185 NA 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 A34 S titanic_test
1186 NA 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test
1187 NA 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test
1188 NA 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test
1189 NA 3 Samaan, Mr. Hanna male NA 2 0 2662 21.6792 C titanic_test
1190 NA 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test
1191 NA 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test
1192 NA 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test
1193 NA 2 Malachard, Mr. Noel male NA 0 0 237735 15.0458 D C titanic_test
1194 NA 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1195 NA 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test
1196 NA 3 McCarthy, Miss. Catherine Katie”” female NA 0 0 383123 7.7500 Q titanic_test
1197 NA 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 B26 S titanic_test
1198 NA 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 C22 C26 S titanic_test
1199 NA 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test
1200 NA 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 B69 S titanic_test
1201 NA 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test
1202 NA 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test
1203 NA 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test
1204 NA 3 Sadowitz, Mr. Harry male NA 0 0 LP 1588 7.5750 S titanic_test
1205 NA 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test
1206 NA 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C32 C titanic_test
1207 NA 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test
1208 NA 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 B78 C titanic_test
1209 NA 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test
1210 NA 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test
1211 NA 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test
1212 NA 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test
1213 NA 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 F E57 C titanic_test
1214 NA 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 F2 S titanic_test
1215 NA 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test
1216 NA 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test
1217 NA 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test
1218 NA 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 F4 S titanic_test
1219 NA 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test
1220 NA 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test
1221 NA 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test
1222 NA 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test
1223 NA 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 A18 C titanic_test
1224 NA 3 Thomas, Mr. Tannous male NA 0 0 2684 7.2250 C titanic_test
1225 NA 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test
1226 NA 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test
1227 NA 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 C106 S titanic_test
1228 NA 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test
1229 NA 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test
1230 NA 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test
1231 NA 3 Betros, Master. Seman male NA 0 0 2622 7.2292 C titanic_test
1232 NA 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test
1233 NA 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test
1234 NA 3 Sage, Mr. John George male NA 1 9 CA. 2343 69.5500 S titanic_test
1235 NA 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_test
1236 NA 3 van Billiard, Master. James William male NA 1 1 A/5. 851 14.5000 S titanic_test
1237 NA 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test
1238 NA 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test
1239 NA 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test
1240 NA 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test
1241 NA 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test
1242 NA 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 D10 D12 C titanic_test
1243 NA 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test
1244 NA 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1245 NA 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test
1246 NA 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test
1247 NA 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 E60 S titanic_test
1248 NA 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 C101 S titanic_test
1249 NA 3 Lockyer, Mr. Edward male NA 0 0 1222 7.8792 S titanic_test
1250 NA 3 O’Keefe, Mr. Patrick male NA 0 0 368402 7.7500 Q titanic_test
1251 NA 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test
1252 NA 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test
1253 NA 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test
1254 NA 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test
1255 NA 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test
1256 NA 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 E50 C titanic_test
1257 NA 3 Sage, Mrs. John (Annie Bullen) female NA 1 9 CA. 2343 69.5500 S titanic_test
1258 NA 3 Caram, Mr. Joseph male NA 1 0 2689 14.4583 C titanic_test
1259 NA 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test
1260 NA 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test
1261 NA 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test
1262 NA 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test
1263 NA 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 E39 E41 C titanic_test
1264 NA 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 B52 B54 B56 S titanic_test
1265 NA 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test
1266 NA 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 A34 S titanic_test
1267 NA 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test
1268 NA 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test
1269 NA 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test
1270 NA 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 C39 S titanic_test
1271 NA 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test
1272 NA 3 O’Connor, Mr. Patrick male NA 0 0 366713 7.7500 Q titanic_test
1273 NA 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test
1274 NA 3 Risien, Mrs. Samuel (Emma) female NA 0 0 364498 14.5000 S titanic_test
1275 NA 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test
1276 NA 2 Wheeler, Mr. Edwin Frederick”” male NA 0 0 SC/PARIS 2159 12.8750 S titanic_test
1277 NA 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test
1278 NA 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test
1279 NA 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test
1280 NA 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test
1281 NA 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test
1282 NA 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 B24 S titanic_test
1283 NA 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 D28 S titanic_test
1284 NA 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test
1285 NA 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test
1286 NA 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test
1287 NA 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 C31 S titanic_test
1288 NA 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test
1289 NA 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 B41 C titanic_test
1290 NA 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test
1291 NA 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test
1292 NA 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 C7 S titanic_test
1293 NA 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test
1294 NA 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test
1295 NA 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test
1296 NA 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 D40 C titanic_test
1297 NA 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 D38 C titanic_test
1298 NA 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test
1299 NA 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C80 C titanic_test
1300 NA 3 Riordan, Miss. Johanna Hannah”” female NA 0 0 334915 7.7208 Q titanic_test
1301 NA 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1302 NA 3 Naughton, Miss. Hannah female NA 0 0 365237 7.7500 Q titanic_test
1303 NA 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 C78 Q titanic_test
1304 NA 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test
1305 NA 3 Spector, Mr. Woolf male NA 0 0 A.5. 3236 8.0500 S titanic_test
1306 NA 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C105 C titanic_test
1307 NA 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test
1308 NA 3 Ware, Mr. Frederick male NA 0 0 359309 8.0500 S titanic_test
1309 NA 3 Peter, Master. Michael J male NA 1 1 2668 22.3583 C titanic_test

4.5.2 Rows with NA or Empty Values in Any Column

# เลือกแถวที่มี NA หรือค่าว่างมา อย่างน้อย 1 คอลัมน์
titanic_data |> 
  filter(if_any(everything(), ~ is.na(.) | . == "")) |> # ให้ตรวจดูทุกคอลัมน์ในแต่ละแถว ว่ามีอย่างน้อย 1 คอลัมน์ที่ค่าเป็น NA หรือว่าง "" หรือไม่
  styled_kable() # ธีมตาราง
## Data Dimensions:  1126 rows x 13 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S titanic_train
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S titanic_train
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S titanic_train
6 0 3 Moran, Mr. James male NA 0 0 330877 8.4583 Q titanic_train
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S titanic_train
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S titanic_train
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C titanic_train
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S titanic_train
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S titanic_train
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S titanic_train
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S titanic_train
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q titanic_train
18 1 2 Williams, Mr. Charles Eugene male NA 0 0 244373 13.0000 S titanic_train
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S titanic_train
20 1 3 Masselmani, Mrs. Fatima female NA 0 0 2649 7.2250 C titanic_train
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S titanic_train
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q titanic_train
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S titanic_train
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S titanic_train
27 0 3 Emir, Mr. Farred Chehab male NA 0 0 2631 7.2250 C titanic_train
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female NA 0 0 330959 7.8792 Q titanic_train
30 0 3 Todoroff, Mr. Lalio male NA 0 0 349216 7.8958 S titanic_train
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C titanic_train
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female NA 1 0 PC 17569 146.5208 B78 C titanic_train
33 1 3 Glynn, Miss. Mary Agatha female NA 0 0 335677 7.7500 Q titanic_train
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S titanic_train
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C titanic_train
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S titanic_train
37 1 3 Mamee, Mr. Hanna male NA 0 0 2677 7.2292 C titanic_train
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.0500 S titanic_train
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S titanic_train
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C titanic_train
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S titanic_train
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S titanic_train
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377 1 3 Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.2500 S titanic_train
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428 1 2 Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.0000 S titanic_train
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448 1 1 Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.5500 S titanic_train
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456 1 3 Jalsevac, Mr. Ivan male 29.00 0 0 349240 7.8958 C titanic_train
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671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.0000 S titanic_train
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674 1 2 Wilhelms, Mr. Charles male 31.00 0 0 244270 13.0000 S titanic_train
675 0 2 Watson, Mr. Ennis Hastings male NA 0 0 239856 0.0000 S titanic_train
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677 0 3 Sawyer, Mr. Frederick Charles male 24.50 0 0 342826 8.0500 S titanic_train
678 1 3 Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.8417 S titanic_train
679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 1 6 CA 2144 46.9000 S titanic_train
681 0 3 Peters, Miss. Katie female NA 0 0 330935 8.1375 Q titanic_train
683 0 3 Olsvigen, Mr. Thor Anderson male 20.00 0 0 6563 9.2250 S titanic_train
684 0 3 Goodwin, Mr. Charles Edward male 14.00 5 2 CA 2144 46.9000 S titanic_train
685 0 2 Brown, Mr. Thomas William Solomon male 60.00 1 1 29750 39.0000 S titanic_train
686 0 2 Laroche, Mr. Joseph Philippe Lemercier male 25.00 1 2 SC/Paris 2123 41.5792 C titanic_train
687 0 3 Panula, Mr. Jaako Arnold male 14.00 4 1 3101295 39.6875 S titanic_train
688 0 3 Dakic, Mr. Branko male 19.00 0 0 349228 10.1708 S titanic_train
689 0 3 Fischer, Mr. Eberhard Thelander male 18.00 0 0 350036 7.7958 S titanic_train
692 1 3 Karun, Miss. Manca female 4.00 0 1 349256 13.4167 C titanic_train
693 1 3 Lam, Mr. Ali male NA 0 0 1601 56.4958 S titanic_train
694 0 3 Saad, Mr. Khalil male 25.00 0 0 2672 7.2250 C titanic_train
695 0 1 Weir, Col. John male 60.00 0 0 113800 26.5500 S titanic_train
696 0 2 Chapman, Mr. Charles Henry male 52.00 0 0 248731 13.5000 S titanic_train
697 0 3 Kelly, Mr. James male 44.00 0 0 363592 8.0500 S titanic_train
698 1 3 Mullens, Miss. Katherine “Katie” female NA 0 0 35852 7.7333 Q titanic_train
703 0 3 Barbara, Miss. Saiide female 18.00 0 1 2691 14.4542 C titanic_train
704 0 3 Gallagher, Mr. Martin male 25.00 0 0 36864 7.7417 Q titanic_train
705 0 3 Hansen, Mr. Henrik Juul male 26.00 1 0 350025 7.8542 S titanic_train
706 0 2 Morley, Mr. Henry Samuel (“Mr Henry Marshall”) male 39.00 0 0 250655 26.0000 S titanic_train
707 1 2 Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.5000 S titanic_train
709 1 1 Cleaver, Miss. Alice female 22.00 0 0 113781 151.5500 S titanic_train
710 1 3 Moubarek, Master. Halim Gonios (“William George”) male NA 1 1 2661 15.2458 C titanic_train
712 0 1 Klaber, Mr. Herman male NA 0 0 113028 26.5500 C124 S titanic_train
714 0 3 Larsson, Mr. August Viktor male 29.00 0 0 7545 9.4833 S titanic_train
715 0 2 Greenberg, Mr. Samuel male 52.00 0 0 250647 13.0000 S titanic_train
719 0 3 McEvoy, Mr. Michael male NA 0 0 36568 15.5000 Q titanic_train
720 0 3 Johnson, Mr. Malkolm Joackim male 33.00 0 0 347062 7.7750 S titanic_train
721 1 2 Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.0000 S titanic_train
722 0 3 Jensen, Mr. Svend Lauritz male 17.00 1 0 350048 7.0542 S titanic_train
723 0 2 Gillespie, Mr. William Henry male 34.00 0 0 12233 13.0000 S titanic_train
724 0 2 Hodges, Mr. Henry Price male 50.00 0 0 250643 13.0000 S titanic_train
726 0 3 Oreskovic, Mr. Luka male 20.00 0 0 315094 8.6625 S titanic_train
727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.0000 S titanic_train
728 1 3 Mannion, Miss. Margareth female NA 0 0 36866 7.7375 Q titanic_train
729 0 2 Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 1 0 236853 26.0000 S titanic_train
730 0 3 Ilmakangas, Miss. Pieta Sofia female 25.00 1 0 STON/O2. 3101271 7.9250 S titanic_train
732 0 3 Hassan, Mr. Houssein G N male 11.00 0 0 2699 18.7875 C titanic_train
733 0 2 Knight, Mr. Robert J male NA 0 0 239855 0.0000 S titanic_train
734 0 2 Berriman, Mr. William John male 23.00 0 0 28425 13.0000 S titanic_train
735 0 2 Troupiansky, Mr. Moses Aaron male 23.00 0 0 233639 13.0000 S titanic_train
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737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.3750 S titanic_train
739 0 3 Ivanoff, Mr. Kanio male NA 0 0 349201 7.8958 S titanic_train
740 0 3 Nankoff, Mr. Minko male NA 0 0 349218 7.8958 S titanic_train
741 1 1 Hawksford, Mr. Walter James male NA 0 0 16988 30.0000 D45 S titanic_train
744 0 3 McNamee, Mr. Neal male 24.00 1 0 376566 16.1000 S titanic_train
745 1 3 Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.9250 S titanic_train
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748 1 2 Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.0000 S titanic_train
750 0 3 Connaghton, Mr. Michael male 31.00 0 0 335097 7.7500 Q titanic_train
751 1 2 Wells, Miss. Joan female 4.00 1 1 29103 23.0000 S titanic_train
753 0 3 Vande Velde, Mr. Johannes Joseph male 33.00 0 0 345780 9.5000 S titanic_train
754 0 3 Jonkoff, Mr. Lalio male 23.00 0 0 349204 7.8958 S titanic_train
755 1 2 Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.0000 S titanic_train
756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S titanic_train
757 0 3 Carlsson, Mr. August Sigfrid male 28.00 0 0 350042 7.7958 S titanic_train
758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.5000 S titanic_train
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.0500 S titanic_train
761 0 3 Garfirth, Mr. John male NA 0 0 358585 14.5000 S titanic_train
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.1250 S titanic_train
763 1 3 Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C titanic_train
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.7750 S titanic_train
767 0 1 Brewe, Dr. Arthur Jackson male NA 0 0 112379 39.6000 C titanic_train
768 0 3 Mangan, Miss. Mary female 30.50 0 0 364850 7.7500 Q titanic_train
769 0 3 Moran, Mr. Daniel J male NA 1 0 371110 24.1500 Q titanic_train
770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.3625 S titanic_train
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.5000 S titanic_train
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.8542 S titanic_train
774 0 3 Elias, Mr. Dibo male NA 0 0 2674 7.2250 C titanic_train
775 1 2 Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.0000 S titanic_train
776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.7500 S titanic_train
777 0 3 Tobin, Mr. Roger male NA 0 0 383121 7.7500 F38 Q titanic_train
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S titanic_train
779 0 3 Kilgannon, Mr. Thomas J male NA 0 0 36865 7.7375 Q titanic_train
781 1 3 Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C titanic_train
784 0 3 Johnston, Mr. Andrew G male NA 1 2 W./C. 6607 23.4500 S titanic_train
785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S titanic_train
786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.00 0 0 374887 7.2500 S titanic_train
787 1 3 Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.4958 S titanic_train
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791 0 3 Keane, Mr. Andrew “Andy” male NA 0 0 12460 7.7500 Q titanic_train
792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.0000 S titanic_train
793 0 3 Sage, Miss. Stella Anna female NA 8 2 CA. 2343 69.5500 S titanic_train
794 0 1 Hoyt, Mr. William Fisher male NA 0 0 PC 17600 30.6958 C titanic_train
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.8958 S titanic_train
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.0000 S titanic_train
798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S titanic_train
799 0 3 Ibrahim Shawah, Mr. Yousseff male 30.00 0 0 2685 7.2292 C titanic_train
800 0 3 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 1 1 345773 24.1500 S titanic_train
801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.0000 S titanic_train
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S titanic_train
804 1 3 Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C titanic_train
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S titanic_train
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.7750 S titanic_train
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.7750 S titanic_train
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.0000 S titanic_train
811 0 3 Alexander, Mr. William male 26.00 0 0 3474 7.8875 S titanic_train
812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.1500 S titanic_train
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.5000 S titanic_train
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.2750 S titanic_train
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.0500 S titanic_train
816 0 1 Fry, Mr. Richard male NA 0 0 112058 0.0000 B102 S titanic_train
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.9250 S titanic_train
818 0 2 Mallet, Mr. Albert male 31.00 1 1 S.C./PARIS 2079 37.0042 C titanic_train
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.4500 S titanic_train
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.9000 S titanic_train
822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S titanic_train
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.0000 S titanic_train
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.6875 S titanic_train
826 0 3 Flynn, Mr. John male NA 0 0 368323 6.9500 Q titanic_train
827 0 3 Lam, Mr. Len male NA 0 0 1601 56.4958 S titanic_train
828 1 2 Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C titanic_train
829 1 3 McCormack, Mr. Thomas Joseph male NA 0 0 367228 7.7500 Q titanic_train
830 1 1 Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 B28 titanic_train
831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C titanic_train
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S titanic_train
833 0 3 Saad, Mr. Amin male NA 0 0 2671 7.2292 C titanic_train
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.8542 S titanic_train
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.3000 S titanic_train
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.6625 S titanic_train
838 0 3 Sirota, Mr. Maurice male NA 0 0 392092 8.0500 S titanic_train
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S titanic_train
840 1 1 Marechal, Mr. Pierre male NA 0 0 11774 29.7000 C47 C titanic_train
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.9250 S titanic_train
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.5000 S titanic_train
843 1 1 Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C titanic_train
844 0 3 Lemberopolous, Mr. Peter L male 34.50 0 0 2683 6.4375 C titanic_train
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.6625 S titanic_train
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.5500 S titanic_train
847 0 3 Sage, Mr. Douglas Bullen male NA 8 2 CA. 2343 69.5500 S titanic_train
848 0 3 Markoff, Mr. Marin male 35.00 0 0 349213 7.8958 C titanic_train
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.0000 S titanic_train
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female NA 1 0 17453 89.1042 C92 C titanic_train
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.2750 S titanic_train
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.7750 S titanic_train
853 0 3 Boulos, Miss. Nourelain female 9.00 1 1 2678 15.2458 C titanic_train
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.0000 S titanic_train
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S titanic_train
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S titanic_train
859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C titanic_train
860 0 3 Razi, Mr. Raihed male NA 0 0 2629 7.2292 C titanic_train
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.1083 S titanic_train
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.5000 S titanic_train
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female NA 8 2 CA. 2343 69.5500 S titanic_train
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.0000 S titanic_train
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S titanic_train
867 1 2 Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C titanic_train
869 0 3 van Melkebeke, Mr. Philemon male NA 0 0 345777 9.5000 S titanic_train
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S titanic_train
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.8958 S titanic_train
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.0000 S titanic_train
875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C titanic_train
876 1 3 Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C titanic_train
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.8458 S titanic_train
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.8958 S titanic_train
879 0 3 Laleff, Mr. Kristo male NA 0 0 349217 7.8958 S titanic_train
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S titanic_train
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.8958 S titanic_train
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.5167 S titanic_train
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.5000 S titanic_train
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.0500 S titanic_train
886 0 3 Rice, Mrs. William (Margaret Norton) female 39.00 0 5 382652 29.1250 Q titanic_train
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.0000 S titanic_train
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female NA 1 2 W./C. 6607 23.4500 S titanic_train
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q titanic_train
892 NA 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test
893 NA 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test
894 NA 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test
895 NA 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test
896 NA 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test
897 NA 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test
898 NA 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test
899 NA 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test
900 NA 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test
901 NA 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test
902 NA 3 Ilieff, Mr. Ylio male NA 0 0 349220 7.8958 S titanic_test
903 NA 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test
904 NA 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 B45 S titanic_test
905 NA 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test
906 NA 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_test
907 NA 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test
908 NA 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test
909 NA 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test
910 NA 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test
911 NA 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test
912 NA 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test
913 NA 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test
914 NA 1 Flegenheim, Mrs. Alfred (Antoinette) female NA 0 0 PC 17598 31.6833 S titanic_test
915 NA 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test
916 NA 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
917 NA 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test
918 NA 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 B36 C titanic_test
919 NA 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test
920 NA 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 A21 S titanic_test
921 NA 3 Samaan, Mr. Elias male NA 2 0 2662 21.6792 C titanic_test
922 NA 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test
923 NA 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test
924 NA 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test
925 NA 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female NA 1 2 W./C. 6607 23.4500 S titanic_test
926 NA 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C78 C titanic_test
927 NA 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test
928 NA 3 Roth, Miss. Sarah A female NA 0 0 342712 8.0500 S titanic_test
929 NA 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test
930 NA 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test
931 NA 3 Hee, Mr. Ling male NA 0 0 1601 56.4958 S titanic_test
932 NA 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test
933 NA 1 Franklin, Mr. Thomas Parham male NA 0 0 113778 26.5500 D34 S titanic_test
934 NA 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test
935 NA 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test
936 NA 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 D19 S titanic_test
937 NA 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test
938 NA 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 A9 C titanic_test
939 NA 3 Shaughnessy, Mr. Patrick male NA 0 0 370374 7.7500 Q titanic_test
940 NA 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 D15 C titanic_test
941 NA 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test
942 NA 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 C31 S titanic_test
943 NA 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test
944 NA 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test
945 NA 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 C23 C25 C27 S titanic_test
946 NA 2 Mangiavacchi, Mr. Serafino Emilio male NA 0 0 SC/A.3 2861 15.5792 C titanic_test
947 NA 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test
948 NA 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test
949 NA 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 F G63 S titanic_test
950 NA 3 Davison, Mr. Thomas Henry male NA 1 0 386525 16.1000 S titanic_test
951 NA 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 B61 C titanic_test
952 NA 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test
953 NA 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test
954 NA 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test
955 NA 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test
956 NA 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
957 NA 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female NA 0 0 F.C.C. 13534 21.0000 S titanic_test
958 NA 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test
959 NA 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test
960 NA 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C53 C titanic_test
961 NA 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 C23 C25 C27 S titanic_test
962 NA 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test
963 NA 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test
964 NA 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test
965 NA 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 D43 C titanic_test
966 NA 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C130 C titanic_test
967 NA 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C132 C titanic_test
968 NA 3 Miles, Mr. Frank male NA 0 0 359306 8.0500 S titanic_test
969 NA 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 C101 S titanic_test
970 NA 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test
971 NA 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test
972 NA 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test
973 NA 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
974 NA 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test
975 NA 3 Demetri, Mr. Marinko male NA 0 0 349238 7.8958 S titanic_test
976 NA 2 Lamb, Mr. John Joseph male NA 0 0 240261 10.7083 Q titanic_test
977 NA 3 Khalil, Mr. Betros male NA 1 0 2660 14.4542 C titanic_test
978 NA 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test
979 NA 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test
980 NA 3 O’Donoghue, Ms. Bridget female NA 0 0 364856 7.7500 Q titanic_test
981 NA 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test
982 NA 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test
983 NA 3 Pedersen, Mr. Olaf male NA 0 0 345498 7.7750 S titanic_test
984 NA 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 B71 S titanic_test
985 NA 3 Guest, Mr. Robert male NA 0 0 376563 8.0500 S titanic_test
986 NA 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test
987 NA 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test
988 NA 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 C46 S titanic_test
989 NA 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test
990 NA 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test
991 NA 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test
992 NA 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C116 C titanic_test
993 NA 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test
994 NA 3 Foley, Mr. William male NA 0 0 365235 7.7500 Q titanic_test
995 NA 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test
996 NA 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test
997 NA 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test
998 NA 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test
999 NA 3 Ryan, Mr. Edward male NA 0 0 383162 7.7500 Q titanic_test
1000 NA 3 Willer, Mr. Aaron (Abi Weller”)” male NA 0 0 3410 8.7125 S titanic_test
1001 NA 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 F S titanic_test
1002 NA 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test
1003 NA 3 Shine, Miss. Ellen Natalia female NA 0 0 330968 7.7792 Q titanic_test
1004 NA 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 A29 C titanic_test
1005 NA 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test
1006 NA 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test
1007 NA 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test
1008 NA 3 Thomas, Mr. John male NA 0 0 2681 6.4375 C titanic_test
1009 NA 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 G6 S titanic_test
1010 NA 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C6 C titanic_test
1011 NA 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test
1012 NA 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test
1013 NA 3 Kiernan, Mr. John male NA 1 0 367227 7.7500 Q titanic_test
1014 NA 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C28 C titanic_test
1015 NA 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test
1016 NA 3 Kennedy, Mr. John male NA 0 0 368783 7.7500 Q titanic_test
1017 NA 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test
1018 NA 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test
1019 NA 3 McCoy, Miss. Alicia female NA 2 0 367226 23.2500 Q titanic_test
1020 NA 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test
1021 NA 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test
1022 NA 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test
1023 NA 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C51 C titanic_test
1024 NA 3 Lefebre, Mrs. Frank (Frances) female NA 0 4 4133 25.4667 S titanic_test
1025 NA 3 Thomas, Mr. Charles P male NA 1 0 2621 6.4375 C titanic_test
1026 NA 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test
1027 NA 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test
1028 NA 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test
1029 NA 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test
1030 NA 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test
1031 NA 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test
1032 NA 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test
1033 NA 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test
1034 NA 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test
1035 NA 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test
1036 NA 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test
1037 NA 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test
1038 NA 1 Hilliard, Mr. Herbert Henry male NA 0 0 17463 51.8625 E46 S titanic_test
1039 NA 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test
1040 NA 1 Crafton, Mr. John Bertram male NA 0 0 113791 26.5500 S titanic_test
1041 NA 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test
1042 NA 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C54 C titanic_test
1043 NA 3 Matinoff, Mr. Nicola male NA 0 0 349255 7.8958 C titanic_test
1044 NA 3 Storey, Mr. Thomas male 60.50 0 0 3701 NA S titanic_test
1045 NA 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test
1046 NA 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test
1047 NA 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test
1048 NA 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 C97 S titanic_test
1049 NA 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test
1050 NA 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 D22 S titanic_test
1051 NA 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test
1052 NA 3 Smyth, Miss. Julia female NA 0 0 335432 7.7333 Q titanic_test
1053 NA 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test
1054 NA 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test
1055 NA 3 Pearce, Mr. Ernest male NA 0 0 343271 7.0000 S titanic_test
1056 NA 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test
1057 NA 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test
1058 NA 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 B10 C titanic_test
1059 NA 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test
1060 NA 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female NA 0 0 17770 27.7208 C titanic_test
1061 NA 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test
1062 NA 3 Lithman, Mr. Simon male NA 0 0 S.O./P.P. 251 7.5500 S titanic_test
1063 NA 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test
1064 NA 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test
1065 NA 3 Torfa, Mr. Assad male NA 0 0 2673 7.2292 C titanic_test
1066 NA 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test
1067 NA 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test
1068 NA 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test
1069 NA 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C116 C titanic_test
1070 NA 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 F4 S titanic_test
1071 NA 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 E45 C titanic_test
1072 NA 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test
1073 NA 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 E52 C titanic_test
1074 NA 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 D30 S titanic_test
1075 NA 3 Lane, Mr. Patrick male NA 0 0 7935 7.7500 Q titanic_test
1076 NA 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 B58 B60 C titanic_test
1077 NA 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test
1078 NA 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1079 NA 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test
1080 NA 3 Sage, Miss. Ada female NA 8 2 CA. 2343 69.5500 S titanic_test
1081 NA 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test
1082 NA 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test
1083 NA 1 Salomon, Mr. Abraham L male NA 0 0 111163 26.0000 S titanic_test
1084 NA 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test
1085 NA 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test
1086 NA 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test
1087 NA 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test
1088 NA 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 E34 C titanic_test
1089 NA 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test
1090 NA 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test
1091 NA 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female NA 0 0 65305 8.1125 S titanic_test
1092 NA 3 Murphy, Miss. Nora female NA 0 0 36568 15.5000 Q titanic_test
1093 NA 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test
1094 NA 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C62 C64 C titanic_test
1095 NA 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test
1096 NA 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test
1097 NA 1 Omont, Mr. Alfred Fernand male NA 0 0 F.C. 12998 25.7417 C titanic_test
1098 NA 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test
1099 NA 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test
1100 NA 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 A11 C titanic_test
1101 NA 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test
1102 NA 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test
1103 NA 3 Finoli, Mr. Luigi male NA 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test
1104 NA 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1105 NA 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test
1106 NA 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test
1107 NA 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 B11 S titanic_test
1108 NA 3 Mahon, Miss. Bridget Delia female NA 0 0 330924 7.8792 Q titanic_test
1109 NA 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test
1110 NA 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C80 C titanic_test
1111 NA 3 Thomson, Mr. Alexander Morrison male NA 0 0 32302 8.0500 S titanic_test
1112 NA 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test
1113 NA 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test
1114 NA 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 F33 S titanic_test
1115 NA 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test
1116 NA 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test
1117 NA 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female NA 0 2 2661 15.2458 C titanic_test
1118 NA 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test
1119 NA 3 McNeill, Miss. Bridget female NA 0 0 370368 7.7500 Q titanic_test
1120 NA 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test
1121 NA 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test
1122 NA 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test
1123 NA 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test
1124 NA 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test
1125 NA 3 Linehan, Mr. Michael male NA 0 0 330971 7.8792 Q titanic_test
1126 NA 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C85 C titanic_test
1127 NA 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test
1128 NA 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 D37 C titanic_test
1129 NA 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test
1130 NA 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test
1131 NA 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C86 C titanic_test
1132 NA 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test
1133 NA 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test
1134 NA 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 E34 C titanic_test
1135 NA 3 Hyman, Mr. Abraham male NA 0 0 3470 7.8875 S titanic_test
1136 NA 3 Johnston, Master. William Arthur Willie”” male NA 1 2 W./C. 6607 23.4500 S titanic_test
1137 NA 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 D21 S titanic_test
1138 NA 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test
1139 NA 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test
1140 NA 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test
1141 NA 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female NA 1 0 2660 14.4542 C titanic_test
1142 NA 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test
1143 NA 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test
1144 NA 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C89 C titanic_test
1145 NA 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test
1146 NA 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test
1147 NA 3 MacKay, Mr. George William male NA 0 0 C.A. 42795 7.5500 S titanic_test
1148 NA 3 Mahon, Mr. John male NA 0 0 AQ/4 3130 7.7500 Q titanic_test
1149 NA 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test
1150 NA 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test
1151 NA 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test
1152 NA 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test
1153 NA 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test
1154 NA 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test
1155 NA 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test
1156 NA 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test
1157 NA 3 Lyntakoff, Mr. Stanko male NA 0 0 349235 7.8958 S titanic_test
1158 NA 1 Chisholm, Mr. Roderick Robert Crispin male NA 0 0 112051 0.0000 S titanic_test
1159 NA 3 Warren, Mr. Charles William male NA 0 0 C.A. 49867 7.5500 S titanic_test
1160 NA 3 Howard, Miss. May Elizabeth female NA 0 0 A. 2. 39186 8.0500 S titanic_test
1161 NA 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test
1162 NA 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C6 C titanic_test
1163 NA 3 Fox, Mr. Patrick male NA 0 0 368573 7.7500 Q titanic_test
1164 NA 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C89 C titanic_test
1165 NA 3 Lennon, Miss. Mary female NA 1 0 370371 15.5000 Q titanic_test
1166 NA 3 Saade, Mr. Jean Nassr male NA 0 0 2676 7.2250 C titanic_test
1167 NA 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test
1168 NA 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test
1169 NA 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test
1170 NA 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test
1171 NA 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test
1172 NA 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test
1173 NA 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1174 NA 3 Fleming, Miss. Honora female NA 0 0 364859 7.7500 Q titanic_test
1175 NA 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test
1176 NA 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test
1177 NA 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test
1178 NA 3 Franklin, Mr. Charles (Charles Fardon) male NA 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test
1179 NA 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 B45 S titanic_test
1180 NA 3 Mardirosian, Mr. Sarkis male NA 0 0 2655 7.2292 F E46 C titanic_test
1181 NA 3 Ford, Mr. Arthur male NA 0 0 A/5 1478 8.0500 S titanic_test
1182 NA 1 Rheims, Mr. George Alexander Lucien male NA 0 0 PC 17607 39.6000 S titanic_test
1183 NA 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test
1184 NA 3 Nasr, Mr. Mustafa male NA 0 0 2652 7.2292 C titanic_test
1185 NA 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 A34 S titanic_test
1186 NA 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test
1187 NA 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test
1188 NA 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test
1189 NA 3 Samaan, Mr. Hanna male NA 2 0 2662 21.6792 C titanic_test
1190 NA 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test
1191 NA 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test
1192 NA 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test
1193 NA 2 Malachard, Mr. Noel male NA 0 0 237735 15.0458 D C titanic_test
1194 NA 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test
1195 NA 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test
1196 NA 3 McCarthy, Miss. Catherine Katie”” female NA 0 0 383123 7.7500 Q titanic_test
1197 NA 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 B26 S titanic_test
1198 NA 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 C22 C26 S titanic_test
1199 NA 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test
1200 NA 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 B69 S titanic_test
1201 NA 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test
1202 NA 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test
1203 NA 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test
1204 NA 3 Sadowitz, Mr. Harry male NA 0 0 LP 1588 7.5750 S titanic_test
1205 NA 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test
1206 NA 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C32 C titanic_test
1207 NA 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test
1208 NA 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 B78 C titanic_test
1209 NA 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test
1210 NA 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test
1211 NA 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test
1212 NA 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test
1213 NA 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 F E57 C titanic_test
1214 NA 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 F2 S titanic_test
1215 NA 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test
1216 NA 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test
1217 NA 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test
1218 NA 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 F4 S titanic_test
1219 NA 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test
1220 NA 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test
1221 NA 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test
1222 NA 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test
1223 NA 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 A18 C titanic_test
1224 NA 3 Thomas, Mr. Tannous male NA 0 0 2684 7.2250 C titanic_test
1225 NA 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test
1226 NA 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test
1227 NA 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 C106 S titanic_test
1228 NA 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test
1229 NA 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test
1230 NA 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test
1231 NA 3 Betros, Master. Seman male NA 0 0 2622 7.2292 C titanic_test
1232 NA 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test
1233 NA 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test
1234 NA 3 Sage, Mr. John George male NA 1 9 CA. 2343 69.5500 S titanic_test
1235 NA 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_test
1236 NA 3 van Billiard, Master. James William male NA 1 1 A/5. 851 14.5000 S titanic_test
1237 NA 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test
1238 NA 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test
1239 NA 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test
1240 NA 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test
1241 NA 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test
1242 NA 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 D10 D12 C titanic_test
1243 NA 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test
1244 NA 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test
1245 NA 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test
1246 NA 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test
1247 NA 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 E60 S titanic_test
1248 NA 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 C101 S titanic_test
1249 NA 3 Lockyer, Mr. Edward male NA 0 0 1222 7.8792 S titanic_test
1250 NA 3 O’Keefe, Mr. Patrick male NA 0 0 368402 7.7500 Q titanic_test
1251 NA 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test
1252 NA 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test
1253 NA 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test
1254 NA 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test
1255 NA 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test
1256 NA 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 E50 C titanic_test
1257 NA 3 Sage, Mrs. John (Annie Bullen) female NA 1 9 CA. 2343 69.5500 S titanic_test
1258 NA 3 Caram, Mr. Joseph male NA 1 0 2689 14.4583 C titanic_test
1259 NA 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test
1260 NA 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test
1261 NA 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test
1262 NA 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test
1263 NA 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 E39 E41 C titanic_test
1264 NA 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 B52 B54 B56 S titanic_test
1265 NA 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test
1266 NA 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 A34 S titanic_test
1267 NA 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test
1268 NA 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test
1269 NA 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test
1270 NA 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 C39 S titanic_test
1271 NA 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test
1272 NA 3 O’Connor, Mr. Patrick male NA 0 0 366713 7.7500 Q titanic_test
1273 NA 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test
1274 NA 3 Risien, Mrs. Samuel (Emma) female NA 0 0 364498 14.5000 S titanic_test
1275 NA 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test
1276 NA 2 Wheeler, Mr. Edwin Frederick”” male NA 0 0 SC/PARIS 2159 12.8750 S titanic_test
1277 NA 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test
1278 NA 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test
1279 NA 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test
1280 NA 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test
1281 NA 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test
1282 NA 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 B24 S titanic_test
1283 NA 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 D28 S titanic_test
1284 NA 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test
1285 NA 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test
1286 NA 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test
1287 NA 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 C31 S titanic_test
1288 NA 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test
1289 NA 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 B41 C titanic_test
1290 NA 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test
1291 NA 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test
1292 NA 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 C7 S titanic_test
1293 NA 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test
1294 NA 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test
1295 NA 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test
1296 NA 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 D40 C titanic_test
1297 NA 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 D38 C titanic_test
1298 NA 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test
1299 NA 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C80 C titanic_test
1300 NA 3 Riordan, Miss. Johanna Hannah”” female NA 0 0 334915 7.7208 Q titanic_test
1301 NA 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test
1302 NA 3 Naughton, Miss. Hannah female NA 0 0 365237 7.7500 Q titanic_test
1303 NA 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 C78 Q titanic_test
1304 NA 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test
1305 NA 3 Spector, Mr. Woolf male NA 0 0 A.5. 3236 8.0500 S titanic_test
1306 NA 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C105 C titanic_test
1307 NA 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test
1308 NA 3 Ware, Mr. Frederick male NA 0 0 359309 8.0500 S titanic_test
1309 NA 3 Peter, Master. Michael J male NA 1 1 2668 22.3583 C titanic_test

4.5.3 Columns with at least one NA in any row

# เลือกคอลัมน์ที่มี NA อย่างน้อย 1 แถว
titanic_data |> select(where(~ any(is.na(.)))) |> styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 3 columns
Survived Age Fare
0 22.00 7.2500
1 38.00 71.2833
1 26.00 7.9250
1 35.00 53.1000
0 35.00 8.0500
0 NA 8.4583
0 54.00 51.8625
0 2.00 21.0750
1 27.00 11.1333
1 14.00 30.0708
1 4.00 16.7000
1 58.00 26.5500
0 20.00 8.0500
0 39.00 31.2750
0 14.00 7.8542
1 55.00 16.0000
0 2.00 29.1250
1 NA 13.0000
0 31.00 18.0000
1 NA 7.2250
0 35.00 26.0000
1 34.00 13.0000
1 15.00 8.0292
1 28.00 35.5000
0 8.00 21.0750
1 38.00 31.3875
0 NA 7.2250
0 19.00 263.0000
1 NA 7.8792
0 NA 7.8958
0 40.00 27.7208
1 NA 146.5208
1 NA 7.7500
0 66.00 10.5000
0 28.00 82.1708
0 42.00 52.0000
1 NA 7.2292
0 21.00 8.0500
0 18.00 18.0000
1 14.00 11.2417
0 40.00 9.4750
0 27.00 21.0000
0 NA 7.8958
1 3.00 41.5792
1 19.00 7.8792
0 NA 8.0500
0 NA 15.5000
1 NA 7.7500
0 NA 21.6792
0 18.00 17.8000
0 7.00 39.6875
0 21.00 7.8000
1 49.00 76.7292
1 29.00 26.0000
0 65.00 61.9792
1 NA 35.5000
1 21.00 10.5000
0 28.50 7.2292
1 5.00 27.7500
0 11.00 46.9000
0 22.00 7.2292
1 38.00 80.0000
0 45.00 83.4750
0 4.00 27.9000
0 NA 27.7208
1 NA 15.2458
1 29.00 10.5000
0 19.00 8.1583
1 17.00 7.9250
0 26.00 8.6625
0 32.00 10.5000
0 16.00 46.9000
0 21.00 73.5000
0 26.00 14.4542
1 32.00 56.4958
0 25.00 7.6500
0 NA 7.8958
0 NA 8.0500
1 0.83 29.0000
1 30.00 12.4750
0 22.00 9.0000
1 29.00 9.5000
1 NA 7.7875
0 28.00 47.1000
1 17.00 10.5000
1 33.00 15.8500
0 16.00 34.3750
0 NA 8.0500
1 23.00 263.0000
0 24.00 8.0500
0 29.00 8.0500
0 20.00 7.8542
0 46.00 61.1750
0 26.00 20.5750
0 59.00 7.2500
0 NA 8.0500
0 71.00 34.6542
1 23.00 63.3583
1 34.00 23.0000
0 34.00 26.0000
0 28.00 7.8958
0 NA 7.8958
0 21.00 77.2875
0 33.00 8.6542
0 37.00 7.9250
0 28.00 7.8958
1 21.00 7.6500
1 NA 7.7750
0 38.00 7.8958
1 NA 24.1500
0 47.00 52.0000
0 14.50 14.4542
0 22.00 8.0500
0 20.00 9.8250
0 17.00 14.4583
0 21.00 7.9250
0 70.50 7.7500
0 29.00 21.0000
0 24.00 247.5208
0 2.00 31.2750
0 21.00 73.5000
0 NA 8.0500
0 32.50 30.0708
1 32.50 13.0000
0 54.00 77.2875
1 12.00 11.2417
0 NA 7.7500
1 24.00 7.1417
1 NA 22.3583
0 45.00 6.9750
0 33.00 7.8958
0 20.00 7.0500
0 47.00 14.5000
1 29.00 26.0000
0 25.00 13.0000
0 23.00 15.0458
1 19.00 26.2833
0 37.00 53.1000
0 16.00 9.2167
0 24.00 79.2000
0 NA 15.2458
1 22.00 7.7500
1 24.00 15.8500
0 19.00 6.7500
0 18.00 11.5000
0 19.00 36.7500
1 27.00 7.7958
0 9.00 34.3750
0 36.50 26.0000
0 42.00 13.0000
0 51.00 12.5250
1 22.00 66.6000
0 55.50 8.0500
0 40.50 14.5000
0 NA 7.3125
0 51.00 61.3792
1 16.00 7.7333
0 30.00 8.0500
0 NA 8.6625
0 NA 69.5500
0 44.00 16.1000
1 40.00 15.7500
0 26.00 7.7750
0 17.00 8.6625
0 1.00 39.6875
1 9.00 20.5250
1 NA 55.0000
0 45.00 27.9000
0 NA 25.9250
0 28.00 56.4958
0 61.00 33.5000
0 4.00 29.1250
1 1.00 11.1333
0 21.00 7.9250
0 56.00 30.6958
0 18.00 7.8542
0 NA 25.4667
0 50.00 28.7125
0 30.00 13.0000
0 36.00 0.0000
0 NA 69.5500
0 NA 15.0500
0 9.00 31.3875
1 1.00 39.0000
1 4.00 22.0250
0 NA 50.0000
1 NA 15.5000
1 45.00 26.5500
0 40.00 15.5000
0 36.00 7.8958
1 32.00 13.0000
0 19.00 13.0000
1 19.00 7.8542
1 3.00 26.0000
1 44.00 27.7208
1 58.00 146.5208
0 NA 7.7500
0 42.00 8.4042
1 NA 7.7500
0 24.00 13.0000
0 28.00 9.5000
0 NA 69.5500
0 34.00 6.4958
0 45.50 7.2250
1 18.00 8.0500
0 2.00 10.4625
0 32.00 15.8500
1 26.00 18.7875
1 16.00 7.7500
1 40.00 31.0000
0 24.00 7.0500
1 35.00 21.0000
0 22.00 7.2500
0 30.00 13.0000
0 NA 7.7500
1 31.00 113.2750
1 27.00 7.9250
0 42.00 27.0000
1 32.00 76.2917
0 30.00 10.5000
1 16.00 8.0500
0 27.00 13.0000
0 51.00 8.0500
0 NA 7.8958
1 38.00 90.0000
0 22.00 9.3500
1 19.00 10.5000
0 20.50 7.2500
0 18.00 13.0000
0 NA 25.4667
1 35.00 83.4750
0 29.00 7.7750
0 59.00 13.5000
1 5.00 31.3875
0 24.00 10.5000
0 NA 7.5500
0 44.00 26.0000
1 8.00 26.2500
0 19.00 10.5000
0 33.00 12.2750
0 NA 14.4542
1 NA 15.5000
0 29.00 10.5000
0 22.00 7.1250
0 30.00 7.2250
0 44.00 90.0000
0 25.00 7.7750
1 24.00 14.5000
1 37.00 52.5542
0 54.00 26.0000
0 NA 7.2500
0 29.00 10.4625
0 62.00 26.5500
0 30.00 16.1000
0 41.00 20.2125
1 29.00 15.2458
1 NA 79.2000
1 30.00 86.5000
1 35.00 512.3292
1 50.00 26.0000
0 NA 7.7500
1 3.00 31.3875
0 52.00 79.6500
0 40.00 0.0000
0 NA 7.7500
0 36.00 10.5000
0 16.00 39.6875
1 25.00 7.7750
1 58.00 153.4625
1 35.00 135.6333
0 NA 31.0000
1 25.00 0.0000
1 41.00 19.5000
0 37.00 29.7000
1 NA 7.7500
1 63.00 77.9583
0 45.00 7.7500
0 NA 0.0000
0 7.00 29.1250
1 35.00 20.2500
0 65.00 7.7500
0 28.00 7.8542
0 16.00 9.5000
1 19.00 8.0500
0 NA 26.0000
0 33.00 8.6625
1 30.00 9.5000
0 22.00 7.8958
1 42.00 13.0000
1 22.00 7.7500
1 26.00 78.8500
1 19.00 91.0792
0 36.00 12.8750
0 24.00 8.8500
0 24.00 7.8958
0 NA 27.7208
0 23.50 7.2292
0 2.00 151.5500
1 NA 30.5000
1 50.00 247.5208
1 NA 7.7500
1 NA 23.2500
0 19.00 0.0000
1 NA 12.3500
0 NA 8.0500
1 0.92 151.5500
1 NA 110.8833
1 17.00 108.9000
0 30.00 24.0000
1 30.00 56.9292
1 24.00 83.1583
1 18.00 262.3750
0 26.00 26.0000
0 28.00 7.8958
0 43.00 26.2500
1 26.00 7.8542
1 24.00 26.0000
0 54.00 14.0000
1 31.00 164.8667
1 40.00 134.5000
0 22.00 7.2500
0 27.00 7.8958
1 30.00 12.3500
1 22.00 29.0000
0 NA 69.5500
1 36.00 135.6333
0 61.00 6.2375
1 36.00 13.0000
1 31.00 20.5250
1 16.00 57.9792
1 NA 23.2500
0 45.50 28.5000
0 38.00 153.4625
0 16.00 18.0000
1 NA 133.6500
0 NA 7.8958
0 29.00 66.6000
1 41.00 134.5000
1 45.00 8.0500
0 45.00 35.5000
1 2.00 26.0000
1 24.00 263.0000
0 28.00 13.0000
0 25.00 13.0000
0 36.00 13.0000
1 24.00 13.0000
1 40.00 13.0000
1 NA 16.1000
1 3.00 15.9000
0 42.00 8.6625
0 23.00 9.2250
0 NA 35.0000
0 15.00 7.2292
0 25.00 17.8000
0 NA 7.2250
0 28.00 9.5000
1 22.00 55.0000
0 38.00 13.0000
1 NA 7.8792
1 NA 7.8792
0 40.00 27.9000
0 29.00 27.7208
0 45.00 14.4542
0 35.00 7.0500
0 NA 15.5000
0 30.00 7.2500
1 60.00 75.2500
1 NA 7.2292
1 NA 7.7500
1 24.00 69.3000
1 25.00 55.4417
0 18.00 6.4958
0 19.00 8.0500
0 22.00 135.6333
0 3.00 21.0750
1 NA 82.1708
1 22.00 7.2500
0 27.00 211.5000
0 20.00 4.0125
0 19.00 7.7750
1 42.00 227.5250
1 1.00 15.7417
0 32.00 7.9250
1 35.00 52.0000
0 NA 7.8958
0 18.00 73.5000
0 1.00 46.9000
1 36.00 13.0000
0 NA 7.7292
1 17.00 12.0000
1 36.00 120.0000
1 21.00 7.7958
0 28.00 7.9250
1 23.00 113.2750
1 24.00 16.7000
0 22.00 7.7958
0 31.00 7.8542
0 46.00 26.0000
0 23.00 10.5000
1 28.00 12.6500
1 39.00 7.9250
0 26.00 8.0500
0 21.00 9.8250
0 28.00 15.8500
0 20.00 8.6625
0 34.00 21.0000
0 51.00 7.7500
1 3.00 18.7500
0 21.00 7.7750
0 NA 25.4667
0 NA 7.8958
0 NA 6.8583
1 33.00 90.0000
0 NA 0.0000
1 44.00 7.9250
0 NA 8.0500
1 34.00 32.5000
1 18.00 13.0000
0 30.00 13.0000
0 10.00 24.1500
0 NA 7.8958
0 21.00 7.7333
0 29.00 7.8750
0 28.00 14.4000
0 18.00 20.2125
0 NA 7.2500
1 28.00 26.0000
1 19.00 26.0000
0 NA 7.7500
1 32.00 8.0500
1 28.00 26.5500
1 NA 16.1000
1 42.00 26.0000
0 17.00 7.1250
0 50.00 55.9000
1 14.00 120.0000
0 21.00 34.3750
1 24.00 18.7500
0 64.00 263.0000
0 31.00 10.5000
1 45.00 26.2500
0 20.00 9.5000
0 25.00 7.7750
1 28.00 13.0000
1 NA 8.1125
1 4.00 81.8583
1 13.00 19.5000
1 34.00 26.5500
1 5.00 19.2583
1 52.00 30.5000
0 36.00 27.7500
0 NA 19.9667
0 30.00 27.7500
1 49.00 89.1042
0 NA 8.0500
1 29.00 7.8958
0 65.00 26.5500
1 NA 51.8625
1 50.00 10.5000
0 NA 7.7500
1 48.00 26.5500
0 34.00 8.0500
0 47.00 38.5000
0 48.00 13.0000
0 NA 8.0500
0 38.00 7.0500
0 NA 0.0000
0 56.00 26.5500
0 NA 7.7250
1 0.75 19.2583
0 NA 7.2500
0 38.00 8.6625
1 33.00 27.7500
1 23.00 13.7917
0 22.00 9.8375
0 NA 52.0000
0 34.00 21.0000
0 29.00 7.0458
0 22.00 7.5208
1 2.00 12.2875
0 9.00 46.9000
0 NA 0.0000
0 50.00 8.0500
1 63.00 9.5875
1 25.00 91.0792
0 NA 25.4667
1 35.00 90.0000
0 58.00 29.7000
0 30.00 8.0500
1 9.00 15.9000
0 NA 19.9667
0 21.00 7.2500
0 55.00 30.5000
0 71.00 49.5042
0 21.00 8.0500
0 NA 14.4583
1 54.00 78.2667
0 NA 15.1000
0 25.00 151.5500
0 24.00 7.7958
0 17.00 8.6625
0 21.00 7.7500
0 NA 7.6292
0 37.00 9.5875
1 16.00 86.5000
0 18.00 108.9000
1 33.00 26.0000
1 NA 26.5500
0 28.00 22.5250
1 26.00 56.4958
1 29.00 7.7500
0 NA 8.0500
1 36.00 26.2875
1 54.00 59.4000
0 24.00 7.4958
0 47.00 34.0208
1 34.00 10.5000
0 NA 24.1500
1 36.00 26.0000
0 32.00 7.8958
1 30.00 93.5000
0 22.00 7.8958
0 NA 7.2250
1 44.00 57.9792
0 NA 7.2292
0 40.50 7.7500
1 50.00 10.5000
0 NA 221.7792
0 39.00 7.9250
0 23.00 11.5000
1 2.00 26.0000
0 NA 7.2292
0 17.00 7.2292
1 NA 22.3583
0 30.00 8.6625
1 7.00 26.2500
0 45.00 26.5500
1 30.00 106.4250
0 NA 14.5000
1 22.00 49.5000
1 36.00 71.0000
0 9.00 31.2750
0 11.00 31.2750
1 32.00 26.0000
0 50.00 106.4250
0 64.00 26.0000
1 19.00 26.0000
1 NA 13.8625
0 33.00 20.5250
1 8.00 36.7500
1 17.00 110.8833
0 27.00 26.0000
0 NA 7.8292
1 22.00 7.2250
1 22.00 7.7750
0 62.00 26.5500
1 48.00 39.6000
0 NA 227.5250
1 39.00 79.6500
1 36.00 17.4000
0 NA 7.7500
0 40.00 7.8958
0 28.00 13.5000
0 NA 8.0500
0 NA 8.0500
0 24.00 24.1500
0 19.00 7.8958
0 29.00 21.0750
0 NA 7.2292
1 32.00 7.8542
1 62.00 10.5000
1 53.00 51.4792
1 36.00 26.3875
1 NA 7.7500
0 16.00 8.0500
0 19.00 14.5000
1 34.00 13.0000
1 39.00 55.9000
0 NA 14.4583
1 32.00 7.9250
1 25.00 30.0000
1 39.00 110.8833
0 54.00 26.0000
0 36.00 40.1250
0 NA 8.7125
1 18.00 79.6500
0 47.00 15.0000
1 60.00 79.2000
0 22.00 8.0500
0 NA 8.0500
0 35.00 7.1250
1 52.00 78.2667
0 47.00 7.2500
0 NA 7.7500
0 37.00 26.0000
0 36.00 24.1500
1 NA 33.0000
0 49.00 0.0000
0 NA 7.2250
1 49.00 56.9292
1 24.00 27.0000
0 NA 7.8958
0 NA 42.4000
0 44.00 8.0500
1 35.00 26.5500
0 36.00 15.5500
0 30.00 7.8958
1 27.00 30.5000
1 22.00 41.5792
1 40.00 153.4625
0 39.00 31.2750
0 NA 7.0500
1 NA 15.5000
0 NA 7.7500
0 35.00 8.0500
1 24.00 65.0000
0 34.00 14.4000
0 26.00 16.1000
1 4.00 39.0000
0 26.00 10.5000
0 27.00 14.4542
1 42.00 52.5542
1 20.00 15.7417
0 21.00 7.8542
0 21.00 16.1000
0 61.00 32.3208
0 57.00 12.3500
1 21.00 77.9583
0 26.00 7.8958
0 NA 7.7333
1 80.00 30.0000
0 51.00 7.0542
1 32.00 30.5000
0 NA 0.0000
0 9.00 27.9000
1 28.00 13.0000
0 32.00 7.9250
0 31.00 26.2500
0 41.00 39.6875
0 NA 16.1000
0 20.00 7.8542
1 24.00 69.3000
0 2.00 27.9000
1 NA 56.4958
1 0.75 19.2583
1 48.00 76.7292
0 19.00 7.8958
1 56.00 35.5000
0 NA 7.5500
1 23.00 7.5500
0 NA 7.8958
1 18.00 23.0000
0 21.00 8.4333
1 NA 7.8292
0 18.00 6.7500
0 24.00 73.5000
0 NA 7.8958
0 32.00 15.5000
0 23.00 13.0000
0 58.00 113.2750
1 50.00 133.6500
0 40.00 7.2250
0 47.00 25.5875
0 36.00 7.4958
1 20.00 7.9250
0 32.00 73.5000
0 25.00 13.0000
0 NA 7.7750
0 43.00 8.0500
1 NA 52.0000
1 40.00 39.0000
0 31.00 52.0000
0 70.00 10.5000
1 31.00 13.0000
0 NA 0.0000
0 18.00 7.7750
0 24.50 8.0500
1 18.00 9.8417
0 43.00 46.9000
1 36.00 512.3292
0 NA 8.1375
1 27.00 76.7292
0 20.00 9.2250
0 14.00 46.9000
0 60.00 39.0000
0 25.00 41.5792
0 14.00 39.6875
0 19.00 10.1708
0 18.00 7.7958
1 15.00 211.3375
1 31.00 57.0000
1 4.00 13.4167
1 NA 56.4958
0 25.00 7.2250
0 60.00 26.5500
0 52.00 13.5000
0 44.00 8.0500
1 NA 7.7333
0 49.00 110.8833
0 42.00 7.6500
1 18.00 227.5250
1 35.00 26.2875
0 18.00 14.4542
0 25.00 7.7417
0 26.00 7.8542
0 39.00 26.0000
1 45.00 13.5000
1 42.00 26.2875
1 22.00 151.5500
1 NA 15.2458
1 24.00 49.5042
0 NA 26.5500
1 48.00 52.0000
0 29.00 9.4833
0 52.00 13.0000
0 19.00 7.6500
1 38.00 227.5250
1 27.00 10.5000
0 NA 15.5000
0 33.00 7.7750
1 6.00 33.0000
0 17.00 7.0542
0 34.00 13.0000
0 50.00 13.0000
1 27.00 53.1000
0 20.00 8.6625
1 30.00 21.0000
1 NA 7.7375
0 25.00 26.0000
0 25.00 7.9250
1 29.00 211.3375
0 11.00 18.7875
0 NA 0.0000
0 23.00 13.0000
0 23.00 13.0000
0 28.50 16.1000
0 48.00 34.3750
1 35.00 512.3292
0 NA 7.8958
0 NA 7.8958
1 NA 30.0000
0 36.00 78.8500
1 21.00 262.3750
0 24.00 16.1000
1 31.00 7.9250
0 70.00 71.0000
0 16.00 20.2500
1 30.00 13.0000
0 19.00 53.1000
0 31.00 7.7500
1 4.00 23.0000
1 6.00 12.4750
0 33.00 9.5000
0 23.00 7.8958
1 48.00 65.0000
1 0.67 14.5000
0 28.00 7.7958
0 18.00 11.5000
0 34.00 8.0500
1 33.00 86.5000
0 NA 14.5000
0 41.00 7.1250
1 20.00 7.2292
1 36.00 120.0000
0 16.00 7.7750
1 51.00 77.9583
0 NA 39.6000
0 30.50 7.7500
0 NA 24.1500
0 32.00 8.3625
0 24.00 9.5000
0 48.00 7.8542
0 57.00 10.5000
0 NA 7.2250
1 54.00 23.0000
0 18.00 7.7500
0 NA 7.7500
1 5.00 12.4750
0 NA 7.7375
1 43.00 211.3375
1 13.00 7.2292
1 17.00 57.0000
0 29.00 30.0000
0 NA 23.4500
0 25.00 7.0500
0 25.00 7.2500
1 18.00 7.4958
0 8.00 29.1250
1 1.00 20.5750
0 46.00 79.2000
0 NA 7.7500
0 16.00 26.0000
0 NA 69.5500
0 NA 30.6958
0 25.00 7.8958
0 39.00 13.0000
1 49.00 25.9292
1 31.00 8.6833
0 30.00 7.2292
0 30.00 24.1500
0 34.00 13.0000
1 31.00 26.2500
1 11.00 120.0000
1 0.42 8.5167
1 27.00 6.9750
0 31.00 7.7750
0 39.00 0.0000
0 18.00 7.7750
0 39.00 13.0000
1 33.00 53.1000
0 26.00 7.8875
0 39.00 24.1500
0 35.00 10.5000
0 6.00 31.2750
0 30.50 8.0500
0 NA 0.0000
0 23.00 7.9250
0 31.00 37.0042
0 43.00 6.4500
0 10.00 27.9000
1 52.00 93.5000
1 27.00 8.6625
0 38.00 0.0000
1 27.00 12.4750
0 2.00 39.6875
0 NA 6.9500
0 NA 56.4958
1 1.00 37.0042
1 NA 7.7500
1 62.00 80.0000
1 15.00 14.4542
1 0.83 18.7500
0 NA 7.2292
0 23.00 7.8542
0 18.00 8.3000
1 39.00 83.1583
0 21.00 8.6625
0 NA 8.0500
1 32.00 56.4958
1 NA 29.7000
0 20.00 7.9250
0 16.00 10.5000
1 30.00 31.0000
0 34.50 6.4375
0 17.00 8.6625
0 42.00 7.5500
0 NA 69.5500
0 35.00 7.8958
0 28.00 33.0000
1 NA 89.1042
0 4.00 31.2750
0 74.00 7.7750
0 9.00 15.2458
1 16.00 39.4000
0 44.00 26.0000
1 18.00 9.3500
1 45.00 164.8667
1 51.00 26.5500
1 24.00 19.2583
0 NA 7.2292
0 41.00 14.1083
0 21.00 11.5000
1 48.00 25.9292
0 NA 69.5500
0 24.00 13.0000
1 42.00 13.0000
1 27.00 13.8583
0 31.00 50.4958
0 NA 9.5000
1 4.00 11.1333
0 26.00 7.8958
1 47.00 52.5542
0 33.00 5.0000
0 47.00 9.0000
1 28.00 24.0000
1 15.00 7.2250
0 20.00 9.8458
0 19.00 7.8958
0 NA 7.8958
1 56.00 83.1583
1 25.00 26.0000
0 33.00 7.8958
0 22.00 10.5167
0 28.00 10.5000
0 25.00 7.0500
0 39.00 29.1250
0 27.00 13.0000
1 19.00 30.0000
0 NA 23.4500
1 26.00 30.0000
0 32.00 7.7500
NA 34.50 7.8292
NA 47.00 7.0000
NA 62.00 9.6875
NA 27.00 8.6625
NA 22.00 12.2875
NA 14.00 9.2250
NA 30.00 7.6292
NA 26.00 29.0000
NA 18.00 7.2292
NA 21.00 24.1500
NA NA 7.8958
NA 46.00 26.0000
NA 23.00 82.2667
NA 63.00 26.0000
NA 47.00 61.1750
NA 24.00 27.7208
NA 35.00 12.3500
NA 21.00 7.2250
NA 27.00 7.9250
NA 45.00 7.2250
NA 55.00 59.4000
NA 9.00 3.1708
NA NA 31.6833
NA 21.00 61.3792
NA 48.00 262.3750
NA 50.00 14.5000
NA 22.00 61.9792
NA 22.50 7.2250
NA 41.00 30.5000
NA NA 21.6792
NA 50.00 26.0000
NA 24.00 31.5000
NA 33.00 20.5750
NA NA 23.4500
NA 30.00 57.7500
NA 18.50 7.2292
NA NA 8.0500
NA 21.00 8.6625
NA 25.00 9.5000
NA NA 56.4958
NA 39.00 13.4167
NA NA 26.5500
NA 41.00 7.8500
NA 30.00 13.0000
NA 45.00 52.5542
NA 25.00 7.9250
NA 45.00 29.7000
NA NA 7.7500
NA 60.00 76.2917
NA 36.00 15.9000
NA 24.00 60.0000
NA 27.00 15.0333
NA 20.00 23.0000
NA 28.00 263.0000
NA NA 15.5792
NA 10.00 29.1250
NA 35.00 7.8958
NA 25.00 7.6500
NA NA 16.1000
NA 36.00 262.3750
NA 17.00 7.8958
NA 32.00 13.5000
NA 18.00 7.7500
NA 22.00 7.7250
NA 13.00 262.3750
NA NA 21.0000
NA 18.00 7.8792
NA 47.00 42.4000
NA 31.00 28.5375
NA 60.00 263.0000
NA 24.00 7.7500
NA 21.00 7.8958
NA 29.00 7.9250
NA 28.50 27.7208
NA 35.00 211.5000
NA 32.50 211.5000
NA NA 8.0500
NA 55.00 25.7000
NA 30.00 13.0000
NA 24.00 7.7500
NA 6.00 15.2458
NA 67.00 221.7792
NA 49.00 26.0000
NA NA 7.8958
NA NA 10.7083
NA NA 14.4542
NA 27.00 7.8792
NA 18.00 8.0500
NA NA 7.7500
NA 2.00 23.0000
NA 22.00 13.9000
NA NA 7.7750
NA 27.00 52.0000
NA NA 8.0500
NA 25.00 26.0000
NA 25.00 7.7958
NA 76.00 78.8500
NA 29.00 7.9250
NA 20.00 7.8542
NA 33.00 8.0500
NA 43.00 55.4417
NA 27.00 26.0000
NA NA 7.7500
NA 26.00 7.7750
NA 16.00 8.5167
NA 28.00 22.5250
NA 21.00 7.8208
NA NA 7.7500
NA NA 8.7125
NA 18.50 13.0000
NA 41.00 15.0458
NA NA 7.7792
NA 36.00 31.6792
NA 18.50 7.2833
NA 63.00 221.7792
NA 18.00 14.4542
NA NA 6.4375
NA 1.00 16.7000
NA 36.00 75.2417
NA 29.00 26.0000
NA 12.00 15.7500
NA NA 7.7500
NA 35.00 57.7500
NA 28.00 7.2500
NA NA 7.7500
NA 17.00 16.1000
NA 22.00 7.7958
NA NA 23.2500
NA 42.00 13.0000
NA 24.00 8.0500
NA 32.00 8.0500
NA 53.00 28.5000
NA NA 25.4667
NA NA 6.4375
NA 43.00 7.8958
NA 24.00 7.8542
NA 26.50 7.2250
NA 26.00 13.0000
NA 23.00 8.0500
NA 40.00 46.9000
NA 10.00 46.9000
NA 33.00 151.5500
NA 61.00 262.3750
NA 28.00 26.0000
NA 42.00 26.5500
NA 31.00 18.0000
NA NA 51.8625
NA 22.00 8.0500
NA NA 26.5500
NA 30.00 26.0000
NA 23.00 83.1583
NA NA 7.8958
NA 60.50 NA
NA 36.00 12.1833
NA 13.00 31.3875
NA 24.00 7.5500
NA 29.00 221.7792
NA 23.00 7.8542
NA 42.00 26.5500
NA 26.00 13.7750
NA NA 7.7333
NA 7.00 15.2458
NA 26.00 13.5000
NA NA 7.0000
NA 41.00 13.0000
NA 26.00 22.0250
NA 48.00 50.4958
NA 18.00 34.3750
NA NA 27.7208
NA 22.00 8.9625
NA NA 7.5500
NA 27.00 7.2250
NA 23.00 13.9000
NA NA 7.2292
NA 40.00 31.3875
NA 15.00 39.0000
NA 20.00 36.7500
NA 54.00 55.4417
NA 36.00 39.0000
NA 64.00 83.1583
NA 30.00 13.0000
NA 37.00 83.1583
NA 18.00 53.1000
NA NA 7.7500
NA 27.00 247.5208
NA 40.00 16.0000
NA 21.00 21.0000
NA 17.00 8.0500
NA NA 69.5500
NA 40.00 13.0000
NA 34.00 26.0000
NA NA 26.0000
NA 11.50 14.5000
NA 61.00 12.3500
NA 8.00 32.5000
NA 33.00 7.8542
NA 6.00 134.5000
NA 18.00 7.7750
NA 23.00 10.5000
NA NA 8.1125
NA NA 15.5000
NA 0.33 14.4000
NA 47.00 227.5250
NA 8.00 26.0000
NA 25.00 10.5000
NA NA 25.7417
NA 35.00 7.7500
NA 24.00 10.5000
NA 33.00 27.7208
NA 25.00 7.8958
NA 32.00 22.5250
NA NA 7.0500
NA 17.00 73.5000
NA 60.00 26.0000
NA 38.00 7.7750
NA 42.00 42.5000
NA NA 7.8792
NA 57.00 164.8667
NA 50.00 211.5000
NA NA 8.0500
NA 30.00 13.8583
NA 21.00 8.0500
NA 22.00 10.5000
NA 21.00 7.7958
NA 53.00 27.4458
NA NA 15.2458
NA 23.00 7.7958
NA NA 7.7500
NA 40.50 15.1000
NA 36.00 13.0000
NA 14.00 65.0000
NA 21.00 26.5500
NA 21.00 6.4958
NA NA 7.8792
NA 39.00 71.2833
NA 20.00 7.8542
NA 64.00 75.2500
NA 20.00 7.2250
NA 18.00 13.0000
NA 48.00 106.4250
NA 55.00 27.7208
NA 45.00 30.0000
NA 45.00 134.5000
NA NA 7.8875
NA NA 23.4500
NA 41.00 51.8625
NA 22.00 21.0000
NA 42.00 32.5000
NA 29.00 26.0000
NA NA 14.4542
NA 0.92 27.7500
NA 20.00 7.9250
NA 27.00 136.7792
NA 24.00 9.3250
NA 32.50 9.5000
NA NA 7.5500
NA NA 7.7500
NA 28.00 8.0500
NA 19.00 13.0000
NA 21.00 7.7750
NA 36.50 17.4000
NA 21.00 7.8542
NA 29.00 23.0000
NA 1.00 12.1833
NA 30.00 12.7375
NA NA 7.8958
NA NA 0.0000
NA NA 7.5500
NA NA 8.0500
NA 17.00 8.6625
NA 46.00 75.2417
NA NA 7.7500
NA 26.00 136.7792
NA NA 15.5000
NA NA 7.2250
NA 20.00 26.0000
NA 28.00 10.5000
NA 40.00 26.0000
NA 30.00 21.0000
NA 22.00 10.5000
NA 23.00 8.6625
NA 0.75 13.7750
NA NA 7.7500
NA 9.00 15.2458
NA 2.00 20.2125
NA 36.00 7.2500
NA NA 7.2500
NA 24.00 82.2667
NA NA 7.2292
NA NA 8.0500
NA NA 39.6000
NA 30.00 6.9500
NA NA 7.2292
NA 53.00 81.8583
NA 36.00 9.5000
NA 26.00 7.8958
NA 1.00 41.5792
NA NA 21.6792
NA 30.00 45.5000
NA 29.00 7.8542
NA 32.00 7.7750
NA NA 15.0458
NA 43.00 21.0000
NA 24.00 8.6625
NA NA 7.7500
NA 64.00 26.5500
NA 30.00 151.5500
NA 0.83 9.3500
NA 55.00 93.5000
NA 45.00 14.1083
NA 18.00 8.6625
NA 22.00 7.2250
NA NA 7.5750
NA 37.00 7.7500
NA 55.00 135.6333
NA 17.00 7.7333
NA 57.00 146.5208
NA 19.00 10.5000
NA 27.00 7.8542
NA 22.00 31.5000
NA 26.00 7.7750
NA 25.00 7.2292
NA 26.00 13.0000
NA 33.00 26.5500
NA 39.00 211.3375
NA 23.00 7.0500
NA 12.00 39.0000
NA 46.00 79.2000
NA 29.00 26.0000
NA 21.00 13.0000
NA 48.00 36.7500
NA 39.00 29.7000
NA NA 7.2250
NA 19.00 15.7417
NA 27.00 7.8958
NA 30.00 26.0000
NA 32.00 13.0000
NA 39.00 7.2292
NA 25.00 31.5000
NA NA 7.2292
NA 18.00 10.5000
NA 32.00 7.5792
NA NA 69.5500
NA 58.00 512.3292
NA NA 14.5000
NA 16.00 7.6500
NA 26.00 13.0000
NA 38.00 7.2292
NA 24.00 13.5000
NA 31.00 21.0000
NA 45.00 63.3583
NA 25.00 10.5000
NA 18.00 73.5000
NA 49.00 65.0000
NA 0.17 20.5750
NA 50.00 26.0000
NA 59.00 51.4792
NA NA 7.8792
NA NA 7.7500
NA 30.00 15.5500
NA 14.50 69.5500
NA 24.00 37.0042
NA 31.00 21.0000
NA 27.00 8.6625
NA 25.00 55.4417
NA NA 69.5500
NA NA 14.4583
NA 22.00 39.6875
NA 45.00 59.4000
NA 29.00 13.8583
NA 21.00 11.5000
NA 31.00 134.5000
NA 49.00 0.0000
NA 44.00 13.0000
NA 54.00 81.8583
NA 45.00 262.3750
NA 22.00 8.6625
NA 21.00 11.5000
NA 55.00 50.0000
NA 5.00 31.3875
NA NA 7.7500
NA 26.00 7.8792
NA NA 14.5000
NA 19.00 16.1000
NA NA 12.8750
NA 24.00 65.0000
NA 24.00 7.7750
NA 57.00 13.0000
NA 21.00 7.7500
NA 6.00 21.0750
NA 23.00 93.5000
NA 51.00 39.4000
NA 13.00 20.2500
NA 47.00 10.5000
NA 29.00 22.0250
NA 18.00 60.0000
NA 24.00 7.2500
NA 48.00 79.2000
NA 22.00 7.7750
NA 31.00 7.7333
NA 30.00 164.8667
NA 38.00 21.0000
NA 22.00 59.4000
NA 17.00 47.1000
NA 43.00 27.7208
NA 20.00 13.8625
NA 23.00 10.5000
NA 50.00 211.5000
NA NA 7.7208
NA 3.00 13.7750
NA NA 7.7500
NA 37.00 90.0000
NA 28.00 7.7750
NA NA 8.0500
NA 39.00 108.9000
NA 38.50 7.2500
NA NA 8.0500
NA NA 22.3583

4.5.4 Columns Containing NA or Empty Values in Any Row

# เลือกคอลัมน์ที่มี NA หรือค่าว่าง มาอย่างน้อย 1 แถว
titanic_data |> select(where(~ any(is.na(.) | . == ""))) |> styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 5 columns
Survived Age Fare Cabin Embarked
0 22.00 7.2500 S
1 38.00 71.2833 C85 C
1 26.00 7.9250 S
1 35.00 53.1000 C123 S
0 35.00 8.0500 S
0 NA 8.4583 Q
0 54.00 51.8625 E46 S
0 2.00 21.0750 S
1 27.00 11.1333 S
1 14.00 30.0708 C
1 4.00 16.7000 G6 S
1 58.00 26.5500 C103 S
0 20.00 8.0500 S
0 39.00 31.2750 S
0 14.00 7.8542 S
1 55.00 16.0000 S
0 2.00 29.1250 Q
1 NA 13.0000 S
0 31.00 18.0000 S
1 NA 7.2250 C
0 35.00 26.0000 S
1 34.00 13.0000 D56 S
1 15.00 8.0292 Q
1 28.00 35.5000 A6 S
0 8.00 21.0750 S
1 38.00 31.3875 S
0 NA 7.2250 C
0 19.00 263.0000 C23 C25 C27 S
1 NA 7.8792 Q
0 NA 7.8958 S
0 40.00 27.7208 C
1 NA 146.5208 B78 C
1 NA 7.7500 Q
0 66.00 10.5000 S
0 28.00 82.1708 C
0 42.00 52.0000 S
1 NA 7.2292 C
0 21.00 8.0500 S
0 18.00 18.0000 S
1 14.00 11.2417 C
0 40.00 9.4750 S
0 27.00 21.0000 S
0 NA 7.8958 C
1 3.00 41.5792 C
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1 11.00 120.0000 B96 B98 S
1 0.42 8.5167 C
1 27.00 6.9750 S
0 31.00 7.7750 S
0 39.00 0.0000 A36 S
0 18.00 7.7750 S
0 39.00 13.0000 S
1 33.00 53.1000 E8 S
0 26.00 7.8875 S
0 39.00 24.1500 S
0 35.00 10.5000 S
0 6.00 31.2750 S
0 30.50 8.0500 S
0 NA 0.0000 B102 S
0 23.00 7.9250 S
0 31.00 37.0042 C
0 43.00 6.4500 S
0 10.00 27.9000 S
1 52.00 93.5000 B69 S
1 27.00 8.6625 S
0 38.00 0.0000 S
1 27.00 12.4750 E121 S
0 2.00 39.6875 S
0 NA 6.9500 Q
0 NA 56.4958 S
1 1.00 37.0042 C
1 NA 7.7500 Q
1 62.00 80.0000 B28
1 15.00 14.4542 C
1 0.83 18.7500 S
0 NA 7.2292 C
0 23.00 7.8542 S
0 18.00 8.3000 S
1 39.00 83.1583 E49 C
0 21.00 8.6625 S
0 NA 8.0500 S
1 32.00 56.4958 S
1 NA 29.7000 C47 C
0 20.00 7.9250 S
0 16.00 10.5000 S
1 30.00 31.0000 C
0 34.50 6.4375 C
0 17.00 8.6625 S
0 42.00 7.5500 S
0 NA 69.5500 S
0 35.00 7.8958 C
0 28.00 33.0000 S
1 NA 89.1042 C92 C
0 4.00 31.2750 S
0 74.00 7.7750 S
0 9.00 15.2458 C
1 16.00 39.4000 D28 S
0 44.00 26.0000 S
1 18.00 9.3500 S
1 45.00 164.8667 S
1 51.00 26.5500 E17 S
1 24.00 19.2583 C
0 NA 7.2292 C
0 41.00 14.1083 S
0 21.00 11.5000 S
1 48.00 25.9292 D17 S
0 NA 69.5500 S
0 24.00 13.0000 S
1 42.00 13.0000 S
1 27.00 13.8583 C
0 31.00 50.4958 A24 S
0 NA 9.5000 S
1 4.00 11.1333 S
0 26.00 7.8958 S
1 47.00 52.5542 D35 S
0 33.00 5.0000 B51 B53 B55 S
0 47.00 9.0000 S
1 28.00 24.0000 C
1 15.00 7.2250 C
0 20.00 9.8458 S
0 19.00 7.8958 S
0 NA 7.8958 S
1 56.00 83.1583 C50 C
1 25.00 26.0000 S
0 33.00 7.8958 S
0 22.00 10.5167 S
0 28.00 10.5000 S
0 25.00 7.0500 S
0 39.00 29.1250 Q
0 27.00 13.0000 S
1 19.00 30.0000 B42 S
0 NA 23.4500 S
1 26.00 30.0000 C148 C
0 32.00 7.7500 Q
NA 34.50 7.8292 Q
NA 47.00 7.0000 S
NA 62.00 9.6875 Q
NA 27.00 8.6625 S
NA 22.00 12.2875 S
NA 14.00 9.2250 S
NA 30.00 7.6292 Q
NA 26.00 29.0000 S
NA 18.00 7.2292 C
NA 21.00 24.1500 S
NA NA 7.8958 S
NA 46.00 26.0000 S
NA 23.00 82.2667 B45 S
NA 63.00 26.0000 S
NA 47.00 61.1750 E31 S
NA 24.00 27.7208 C
NA 35.00 12.3500 Q
NA 21.00 7.2250 C
NA 27.00 7.9250 S
NA 45.00 7.2250 C
NA 55.00 59.4000 C
NA 9.00 3.1708 S
NA NA 31.6833 S
NA 21.00 61.3792 C
NA 48.00 262.3750 B57 B59 B63 B66 C
NA 50.00 14.5000 S
NA 22.00 61.9792 B36 C
NA 22.50 7.2250 C
NA 41.00 30.5000 A21 S
NA NA 21.6792 C
NA 50.00 26.0000 S
NA 24.00 31.5000 S
NA 33.00 20.5750 S
NA NA 23.4500 S
NA 30.00 57.7500 C78 C
NA 18.50 7.2292 C
NA NA 8.0500 S
NA 21.00 8.6625 S
NA 25.00 9.5000 S
NA NA 56.4958 S
NA 39.00 13.4167 C
NA NA 26.5500 D34 S
NA 41.00 7.8500 S
NA 30.00 13.0000 S
NA 45.00 52.5542 D19 S
NA 25.00 7.9250 S
NA 45.00 29.7000 A9 C
NA NA 7.7500 Q
NA 60.00 76.2917 D15 C
NA 36.00 15.9000 S
NA 24.00 60.0000 C31 S
NA 27.00 15.0333 C
NA 20.00 23.0000 S
NA 28.00 263.0000 C23 C25 C27 S
NA NA 15.5792 C
NA 10.00 29.1250 Q
NA 35.00 7.8958 S
NA 25.00 7.6500 F G63 S
NA NA 16.1000 S
NA 36.00 262.3750 B61 C
NA 17.00 7.8958 S
NA 32.00 13.5000 S
NA 18.00 7.7500 S
NA 22.00 7.7250 Q
NA 13.00 262.3750 B57 B59 B63 B66 C
NA NA 21.0000 S
NA 18.00 7.8792 Q
NA 47.00 42.4000 S
NA 31.00 28.5375 C53 C
NA 60.00 263.0000 C23 C25 C27 S
NA 24.00 7.7500 Q
NA 21.00 7.8958 S
NA 29.00 7.9250 S
NA 28.50 27.7208 D43 C
NA 35.00 211.5000 C130 C
NA 32.50 211.5000 C132 C
NA NA 8.0500 S
NA 55.00 25.7000 C101 S
NA 30.00 13.0000 S
NA 24.00 7.7500 Q
NA 6.00 15.2458 C
NA 67.00 221.7792 C55 C57 S
NA 49.00 26.0000 S
NA NA 7.8958 S
NA NA 10.7083 Q
NA NA 14.4542 C
NA 27.00 7.8792 Q
NA 18.00 8.0500 S
NA NA 7.7500 Q
NA 2.00 23.0000 S
NA 22.00 13.9000 S
NA NA 7.7750 S
NA 27.00 52.0000 B71 S
NA NA 8.0500 S
NA 25.00 26.0000 C
NA 25.00 7.7958 S
NA 76.00 78.8500 C46 S
NA 29.00 7.9250 S
NA 20.00 7.8542 S
NA 33.00 8.0500 S
NA 43.00 55.4417 C116 C
NA 27.00 26.0000 S
NA NA 7.7500 Q
NA 26.00 7.7750 S
NA 16.00 8.5167 C
NA 28.00 22.5250 S
NA 21.00 7.8208 Q
NA NA 7.7500 Q
NA NA 8.7125 S
NA 18.50 13.0000 F S
NA 41.00 15.0458 C
NA NA 7.7792 Q
NA 36.00 31.6792 A29 C
NA 18.50 7.2833 Q
NA 63.00 221.7792 C55 C57 S
NA 18.00 14.4542 C
NA NA 6.4375 C
NA 1.00 16.7000 G6 S
NA 36.00 75.2417 C6 C
NA 29.00 26.0000 S
NA 12.00 15.7500 S
NA NA 7.7500 Q
NA 35.00 57.7500 C28 C
NA 28.00 7.2500 S
NA NA 7.7500 Q
NA 17.00 16.1000 S
NA 22.00 7.7958 S
NA NA 23.2500 Q
NA 42.00 13.0000 S
NA 24.00 8.0500 S
NA 32.00 8.0500 S
NA 53.00 28.5000 C51 C
NA NA 25.4667 S
NA NA 6.4375 C
NA 43.00 7.8958 S
NA 24.00 7.8542 S
NA 26.50 7.2250 C
NA 26.00 13.0000 S
NA 23.00 8.0500 S
NA 40.00 46.9000 S
NA 10.00 46.9000 S
NA 33.00 151.5500 S
NA 61.00 262.3750 B57 B59 B63 B66 C
NA 28.00 26.0000 S
NA 42.00 26.5500 S
NA 31.00 18.0000 S
NA NA 51.8625 E46 S
NA 22.00 8.0500 S
NA NA 26.5500 S
NA 30.00 26.0000 S
NA 23.00 83.1583 C54 C
NA NA 7.8958 C
NA 60.50 NA S
NA 36.00 12.1833 S
NA 13.00 31.3875 S
NA 24.00 7.5500 S
NA 29.00 221.7792 C97 S
NA 23.00 7.8542 S
NA 42.00 26.5500 D22 S
NA 26.00 13.7750 S
NA NA 7.7333 Q
NA 7.00 15.2458 C
NA 26.00 13.5000 S
NA NA 7.0000 S
NA 41.00 13.0000 S
NA 26.00 22.0250 S
NA 48.00 50.4958 B10 C
NA 18.00 34.3750 S
NA NA 27.7208 C
NA 22.00 8.9625 S
NA NA 7.5500 S
NA 27.00 7.2250 C
NA 23.00 13.9000 S
NA NA 7.2292 C
NA 40.00 31.3875 S
NA 15.00 39.0000 S
NA 20.00 36.7500 S
NA 54.00 55.4417 C116 C
NA 36.00 39.0000 F4 S
NA 64.00 83.1583 E45 C
NA 30.00 13.0000 S
NA 37.00 83.1583 E52 C
NA 18.00 53.1000 D30 S
NA NA 7.7500 Q
NA 27.00 247.5208 B58 B60 C
NA 40.00 16.0000 S
NA 21.00 21.0000 S
NA 17.00 8.0500 S
NA NA 69.5500 S
NA 40.00 13.0000 S
NA 34.00 26.0000 S
NA NA 26.0000 S
NA 11.50 14.5000 S
NA 61.00 12.3500 Q
NA 8.00 32.5000 S
NA 33.00 7.8542 S
NA 6.00 134.5000 E34 C
NA 18.00 7.7750 S
NA 23.00 10.5000 S
NA NA 8.1125 S
NA NA 15.5000 Q
NA 0.33 14.4000 S
NA 47.00 227.5250 C62 C64 C
NA 8.00 26.0000 S
NA 25.00 10.5000 S
NA NA 25.7417 C
NA 35.00 7.7500 Q
NA 24.00 10.5000 S
NA 33.00 27.7208 A11 C
NA 25.00 7.8958 S
NA 32.00 22.5250 S
NA NA 7.0500 S
NA 17.00 73.5000 S
NA 60.00 26.0000 S
NA 38.00 7.7750 S
NA 42.00 42.5000 B11 S
NA NA 7.8792 Q
NA 57.00 164.8667 S
NA 50.00 211.5000 C80 C
NA NA 8.0500 S
NA 30.00 13.8583 C
NA 21.00 8.0500 S
NA 22.00 10.5000 F33 S
NA 21.00 7.7958 S
NA 53.00 27.4458 C
NA NA 15.2458 C
NA 23.00 7.7958 S
NA NA 7.7500 Q
NA 40.50 15.1000 S
NA 36.00 13.0000 S
NA 14.00 65.0000 S
NA 21.00 26.5500 S
NA 21.00 6.4958 S
NA NA 7.8792 Q
NA 39.00 71.2833 C85 C
NA 20.00 7.8542 S
NA 64.00 75.2500 D37 C
NA 20.00 7.2250 C
NA 18.00 13.0000 S
NA 48.00 106.4250 C86 C
NA 55.00 27.7208 C
NA 45.00 30.0000 S
NA 45.00 134.5000 E34 C
NA NA 7.8875 S
NA NA 23.4500 S
NA 41.00 51.8625 D21 S
NA 22.00 21.0000 S
NA 42.00 32.5000 S
NA 29.00 26.0000 S
NA NA 14.4542 C
NA 0.92 27.7500 S
NA 20.00 7.9250 S
NA 27.00 136.7792 C89 C
NA 24.00 9.3250 S
NA 32.50 9.5000 S
NA NA 7.5500 S
NA NA 7.7500 Q
NA 28.00 8.0500 S
NA 19.00 13.0000 S
NA 21.00 7.7750 S
NA 36.50 17.4000 S
NA 21.00 7.8542 S
NA 29.00 23.0000 S
NA 1.00 12.1833 S
NA 30.00 12.7375 C
NA NA 7.8958 S
NA NA 0.0000 S
NA NA 7.5500 S
NA NA 8.0500 S
NA 17.00 8.6625 S
NA 46.00 75.2417 C6 C
NA NA 7.7500 Q
NA 26.00 136.7792 C89 C
NA NA 15.5000 Q
NA NA 7.2250 C
NA 20.00 26.0000 S
NA 28.00 10.5000 S
NA 40.00 26.0000 S
NA 30.00 21.0000 S
NA 22.00 10.5000 S
NA 23.00 8.6625 S
NA 0.75 13.7750 S
NA NA 7.7500 Q
NA 9.00 15.2458 C
NA 2.00 20.2125 S
NA 36.00 7.2500 S
NA NA 7.2500 S
NA 24.00 82.2667 B45 S
NA NA 7.2292 F E46 C
NA NA 8.0500 S
NA NA 39.6000 S
NA 30.00 6.9500 Q
NA NA 7.2292 C
NA 53.00 81.8583 A34 S
NA 36.00 9.5000 S
NA 26.00 7.8958 S
NA 1.00 41.5792 C
NA NA 21.6792 C
NA 30.00 45.5000 S
NA 29.00 7.8542 S
NA 32.00 7.7750 S
NA NA 15.0458 D C
NA 43.00 21.0000 S
NA 24.00 8.6625 S
NA NA 7.7500 Q
NA 64.00 26.5500 B26 S
NA 30.00 151.5500 C22 C26 S
NA 0.83 9.3500 S
NA 55.00 93.5000 B69 S
NA 45.00 14.1083 S
NA 18.00 8.6625 S
NA 22.00 7.2250 C
NA NA 7.5750 S
NA 37.00 7.7500 Q
NA 55.00 135.6333 C32 C
NA 17.00 7.7333 Q
NA 57.00 146.5208 B78 C
NA 19.00 10.5000 S
NA 27.00 7.8542 S
NA 22.00 31.5000 S
NA 26.00 7.7750 S
NA 25.00 7.2292 F E57 C
NA 26.00 13.0000 F2 S
NA 33.00 26.5500 S
NA 39.00 211.3375 S
NA 23.00 7.0500 S
NA 12.00 39.0000 F4 S
NA 46.00 79.2000 C
NA 29.00 26.0000 S
NA 21.00 13.0000 S
NA 48.00 36.7500 S
NA 39.00 29.7000 A18 C
NA NA 7.2250 C
NA 19.00 15.7417 C
NA 27.00 7.8958 S
NA 30.00 26.0000 C106 S
NA 32.00 13.0000 S
NA 39.00 7.2292 C
NA 25.00 31.5000 S
NA NA 7.2292 C
NA 18.00 10.5000 S
NA 32.00 7.5792 S
NA NA 69.5500 S
NA 58.00 512.3292 B51 B53 B55 C
NA NA 14.5000 S
NA 16.00 7.6500 S
NA 26.00 13.0000 S
NA 38.00 7.2292 C
NA 24.00 13.5000 S
NA 31.00 21.0000 S
NA 45.00 63.3583 D10 D12 C
NA 25.00 10.5000 S
NA 18.00 73.5000 S
NA 49.00 65.0000 S
NA 0.17 20.5750 S
NA 50.00 26.0000 E60 S
NA 59.00 51.4792 C101 S
NA NA 7.8792 S
NA NA 7.7500 Q
NA 30.00 15.5500 S
NA 14.50 69.5500 S
NA 24.00 37.0042 C
NA 31.00 21.0000 S
NA 27.00 8.6625 S
NA 25.00 55.4417 E50 C
NA NA 69.5500 S
NA NA 14.4583 C
NA 22.00 39.6875 S
NA 45.00 59.4000 C
NA 29.00 13.8583 C
NA 21.00 11.5000 S
NA 31.00 134.5000 E39 E41 C
NA 49.00 0.0000 B52 B54 B56 S
NA 44.00 13.0000 S
NA 54.00 81.8583 A34 S
NA 45.00 262.3750 C
NA 22.00 8.6625 S
NA 21.00 11.5000 S
NA 55.00 50.0000 C39 S
NA 5.00 31.3875 S
NA NA 7.7500 Q
NA 26.00 7.8792 Q
NA NA 14.5000 S
NA 19.00 16.1000 S
NA NA 12.8750 S
NA 24.00 65.0000 S
NA 24.00 7.7750 S
NA 57.00 13.0000 S
NA 21.00 7.7500 Q
NA 6.00 21.0750 S
NA 23.00 93.5000 B24 S
NA 51.00 39.4000 D28 S
NA 13.00 20.2500 S
NA 47.00 10.5000 S
NA 29.00 22.0250 S
NA 18.00 60.0000 C31 S
NA 24.00 7.2500 Q
NA 48.00 79.2000 B41 C
NA 22.00 7.7750 S
NA 31.00 7.7333 Q
NA 30.00 164.8667 C7 S
NA 38.00 21.0000 S
NA 22.00 59.4000 C
NA 17.00 47.1000 S
NA 43.00 27.7208 D40 C
NA 20.00 13.8625 D38 C
NA 23.00 10.5000 S
NA 50.00 211.5000 C80 C
NA NA 7.7208 Q
NA 3.00 13.7750 S
NA NA 7.7500 Q
NA 37.00 90.0000 C78 Q
NA 28.00 7.7750 S
NA NA 8.0500 S
NA 39.00 108.9000 C105 C
NA 38.50 7.2500 S
NA NA 8.0500 S
NA NA 22.3583 C

4.6 Explore 5 Columns NA / Missing Value

เราจะมาสำรวจดูกันว่า 5 คอลัมน์ที่พบมีค่า NA หรือค่าว่างอย่างน้อย 1 แถวนั้น จะเป็นค่า NA หรือ ค่าว่าง หรือเป็นทั้ง 2 ในคอลัมน์เลย โดยเราจะเริ่มที่

  1. ✅ Survived รอดชีวิต?
  2. ✅ Age อายุ
  3. ✅ Fare ราคาตั๋ว
  4. ✅ Cabin เลขห้องโดยสาร
  5. ✅ Embarked ท่าเรือที่ขึ้น

4.6.1 NA Survived

ตรวจสอบว่าคอลัมน์ Survived มีค่า NA ไหม ✅ มี

titanic_data |>
  select(Survived) |> # เลือกเฉพาะคอลัมน์ Survived
  filter(Survived %in% c(NA)) |> # กรองเฉพาะแถวที่มี NA
  styled_kable() # ธีมตาราง
## Data Dimensions:  418 rows x 1 columns
Survived
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4.6.2 NA Age

ตรวจสอบว่าคอลัมน์ Age มีค่า NA ไหม ✅ มี

titanic_data |>
  select(Age) |>  # เลือกเฉพาะคอลัมน์ Age
  filter(Age %in% c(NA)) |> # กรองเฉพาะแถวที่มี NA
  styled_kable() # ธีมตาราง
## Data Dimensions:  263 rows x 1 columns
Age
NA
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4.6.3 NA Fare

ตรวจสอบว่าคอลัมน์ Fare มีค่า NA ไหม ✅ มี

titanic_data |>
  select(Fare) |>  # เลือกเฉพาะคอลัมน์ Fare
  filter(Fare %in% c(NA)) |> # กรองเฉพาะแถวที่มี NA
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 1 columns
Fare
NA

4.6.4 NA Cabin

ตรวจสอบว่าคอลัมน์ Cabin มีค่า NA ไหม

titanic_data |>
  select(Cabin) |>  # เลือกเฉพาะคอลัมน์ Cabin
  filter(Cabin %in% c(NA)) |> # กรองเฉพาะแถวที่มี NA
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 1 columns
Cabin

4.6.5 NA Embarked

ตรวจสอบว่าคอลัมน์ Embarked มีค่า NA ไหม

titanic_data |>
  select(Embarked) |>  # เลือกเฉพาะคอลัมน์ Embarked
  filter(Embarked %in% c(NA)) |> # กรองเฉพาะแถวที่มี NA
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 1 columns
Embarked

4.6.6 Missing Value Survived

ตรวจสอบว่าคอลัมน์ Survived มีค่า ว่าง ไหม

titanic_data |>
  select(Survived) |>  # เลือกเฉพาะคอลัมน์ Survived
  filter(Survived %in% c("")) |> # กรองเฉพาะแถวที่มี Missing Value
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 1 columns
Survived

4.6.7 Missing Value Age

ตรวจสอบว่าคอลัมน์ Age มีค่า ว่าง ไหม

titanic_data |>
  select(Age) |>  # เลือกเฉพาะคอลัมน์ Age
  filter(Age %in% c("")) |> # กรองเฉพาะแถวที่มี Missing Value
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 1 columns
Age

4.6.8 Missing Value Cabin

ตรวจสอบว่าคอลัมน์ Cabin มีค่า ว่าง ไหม ✅ มี

titanic_data |>
  select(Cabin) |>  # เลือกเฉพาะคอลัมน์ Cabin
  filter(Cabin %in% c("")) |> # กรองเฉพาะแถวที่มี Missing Value
  styled_kable() # ธีมตาราง
## Data Dimensions:  1014 rows x 1 columns
Cabin

4.6.9 Missing Value Embarked

ตรวจสอบว่าคอลัมน์ Embarked มีค่า ว่าง ไหม ✅ มี

titanic_data |>
  select(Embarked) |>  # เลือกเฉพาะคอลัมน์ Embarked
  filter(Embarked %in% c("")) |> # กรองเฉพาะแถวที่มี Missing Value
  styled_kable() # ธีมตาราง
## Data Dimensions:  2 rows x 1 columns
Embarked

4.6.10 Check NA Survived

พบว่า คอลัมน์ Survived มีแต่ค่า NA ไม่พบค่าว่าง เนื่องจากตอนเรา bind_rows(titanic_train, titanic_test) พบว่า titanic_test ไม่มีคอลัมน์ Survived ทำให้เกิดค่า NA ในคอลัมน์ Survived ที่มาจาก titanic_test ตรวจสอบดูว่า มาจาก titanic_test และมีกี่แถว

  • ✅ มี NA 418 ค่าจาก test
titanic_data |> 
  filter(Survived %in% c(NA)) |> # กรองแถวที่คอลัมน์ Survived มีค่า NA
  group_by(Source) |> # จัดกลุ่มตาม Source
  summarise(N_A = n()) |> # นับจำนวนแถวตั้งชื่อคอลัมน์ N_A
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
Source N_A
titanic_test 418

4.6.11 Check NA Age

เช็ค NA ว่ามีกี่ค่ามาจากข้อมูลชุดไหน Train หรือ Test

  • ✅ มี NA 86 ค่าจาก test
  • ✅ มี NA 177 ค่าจาก train ทั้งหมด 263 ค่า (คอลัมน์นี้ ผมได้ไปหาข้อมูลเติมมาแล้ว ในหัวข้อ Cleasing Titanic Dataset)
titanic_data |> 
  filter(Age %in% c(NA)) |> # กรองแถว Age ที่มีค่า NA
  group_by(Source) |> # จัดกลุ่มตาม Source
  summarise(N_A = n()) |> # นับจำนวนแถว
  styled_kable() # ธีมตาราง
## Data Dimensions:  2 rows x 2 columns
Source N_A
titanic_test 86
titanic_train 177

4.6.12 Check NA Fare

เช็ค NA ว่ามีกี่ค่ามาจากข้อมูลชุดไหน Train หรือ Test

  • ✅ มี NA 1 ค่าจาก test (คอลัมน์นี้ ผมได้ไปหาข้อมูลเติมมาแล้ว ในหัวข้อ Cleasing Titanic Dataset)
titanic_data |> 
  filter(Fare %in% c(NA)) |> # กรองแถวที่คอลัมน์ Fare มีค่า NA
  group_by(Source) |> # จัดกลุ่มตาม Source
  summarise(N_A = n()) |>  # นับจำนวนแถว
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
Source N_A
titanic_test 1

4.6.13 Check Missing Value Cabin

เช็ค Missing Value ว่ามีกี่ค่ามาจากข้อมูลชุดไหน Train หรือ Test

✅ มีค่า ว่าง 1,014 ค่า - จาก test 327 ค่า - จาก train 687 ค่า

titanic_data |> 
  filter(Cabin %in% c("")) |> # กรองแถวที่คอลัมน์ Cabin มีค่า Missing Value
  group_by(Source) |> # จัดกลุ่มตาม Source
  summarise(Missing_Value = n()) |> # นับแถวแล้วสร้างคอลัมน์นี้ชื่อว่า Missing_Value
  styled_kable() # ธีมตาราง
## Data Dimensions:  2 rows x 2 columns
Source Missing_Value
titanic_test 327
titanic_train 687

4.6.14 Check Missing Value Embarked

เช็ค Missing Value ว่ามีกี่ค่ามาจากข้อมูลชุดไหน Train หรือ Test

✅ มีค่า ว่าง 2 ค่า จาก train

titanic_data |> 
  filter(Embarked %in% c("")) |> # กรองแถวที่คอลัมน์ Embarked ที่มีค่า Missing Value
  group_by(Source) |> # จัดกลุ่มตาม Source
  summarise(Missing_Value = n()) |> # นับจำนวนแถวตั้งชื่อคอลัมน์ว่า Missing_Value
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
Source Missing_Value
titanic_train 2

5 Clensing Titanic Dataset

จากหัวข้อที่ผ่านมาสรุปได้ดังนี้

Columns NA Missing Value
Survived ❌train 0, ✅test 418 ❌train 0, ❌test 0
Age ✅train 177, ✅test 86 ❌train 0, ❌test 0
Fare ❌train 0, ✅test 1 ❌train 0, ❌test 0
Cabin ❌train 0, ❌test 0 ✅train 687, ✅test 327
Embarked ❌train 0, ❌test 0 ✅train 2, ❌test 0

ดังนั้นเราจะมาจัดการค่า NA กับ Missing Value ตามลำดับ กันเลยครับ โดยผมจะจัดการแต่ละคอลัมน์ ดังนี้

🔥 1. Survived : NA เกิดจาก titanic_test ไม่มีคอลัมน์ Survived ตอน bind_rows จึงเกิด NA วิธีการจัดการ NA ผมใช้ AI สร้างคอลัมน์ 3 คอลัมน์ Name, Survived, Reference แล้วสุ่มตรวจคนรอดกับคนไม่รอดอย่างละ 5 คน พบว่าส่วนใหญ่ ไม่ ตรงกับลิงก์ที่ให้มา ผมจำเป็น ที่ต้องตรวจสอบผู้โดยสารทีละคนเลยว่า รอดชีวิตตาม Public Website หรือไม่ แล้วนำไป บันทึกลงไฟล์ .xlsx ซึ่งเราจะนำไฟล์นี้ไปใส่ลงตาราง titanic

🔥 2. Age : มี NA ทั้งใน test, train วิธีการจัดการกับ NA ผมก็ทำเหมือนข้อแรกที่ผ่านมาใช้ AI และสุ่มตรวจสอบ พบว่า ไม่ตรงกัน เราจึงตรวจสอบและบันทึกผลผู้โดยสารทีละคนลงไฟล์ .xlsx เช่นเดียวกัน แต่ ! จะมีผู้โดยสารอยู่ 2 คนที่ไม่มีการบันทึกที่แน่ชัดเลยว่าอายุ เท่าไร คือ

 หมายเลขโดยสาร 43 คุณ Kraeff, Mr. Theodor ไม่พบอายุที่แน่ชัด
 หมายเลขโดยสาร 421 คุณ Gheorgheff, Mr. Stanio ไม่พบอายุที่แน่ชัด

ดังนั้นเช่นเดิม ผมจะนำไฟล์ที่บันทึกค่า Age มาแล้วใส่ลงไปในตาราง titanic (ในไฟล์มีอ้างอิงที่มา) ส่วนอีก 2 ค่าผมจะใช้ค่าอะไรต้องไปสำรวจข้อมูลดูทีหลังในหัวข้อ Age Preparation

🔥 3. Fare : เกิด NA ราคาตั๋วโดยสารของผู้โดยสาร 1044 Storey, Mr. Thomas 1 ค่า ซึ่งในปี 1912 (ช่วงเรือไททานิค) สหราชอาณาจักรใช้ระบบเงินตราดังนี้:

   1 ปอนด์ (£1) = 20 ชิลลิง (s)
   1 ชิลลิง (s) = 12 เพนนี (d)

ซึ่งคุณ Thomas มี 7 ปอนด์ 5 ชิลลิง แสดงว่าเราจะต้องแทนค่า NA นี้เท่ากับ 7.25 ปอนด์บันทึกลงไฟล์ .xlsxเพื่อนำข้อมูลนี้มาใส่ในตาราง titanic

🔥 4. Cabin : จำนวนผู้โดยสารมีทั้งหมด 1,309 คน พบว่ามีค่า Missing Value อยู่ 1,014 คน คิดเป็น ~77% และ Cabin คือหมายเลขห้องผู้โดยสาร ที่มันอาจไม่ส่งผลหรือส่งผลน้อยมาก อย่างมีนัยยะสำคัญกับการรอดชีวิตของผู้โดยสาร ดังนั้น วิธีจัดการ กับ Missing Value นี้ ผมจะตัดคอลัมน์นี้ทิ้ง ก่อนนำข้อมูลไปใช้หรือเทรนโมเดล

🔥 5. Embarked : ท่าเรือที่ออกเดินทาง พบ Missing Value 2 ค่า คือ ของคุณ

  หมายเลขโดยสาร 62  คุณ Icard, Miss. Amelie หาจากลิงก์ข้อ 1. พบว่าขึ้นที่ท่า Southampton (S)
  หมายเลขโดยสาร 830 คุณ Stone, Mrs. George Nelson (Martha Evelyn) Southampton (S)

บันทึกลงไฟล์ .xlsxเพื่อนำข้อมูลนี้มาใส่ในตาราง titanic

ดังนั้นผมจะตัดคอลัมน์ Cabin ทิ้งและคอลัมน์ Survived, Age,, Fare, Embarked ผมจะใช้ไฟล์ที่เก็บข้อมูลมาแทนค่า NA และ Missing Value แต่อย่างที่ผมกล่าวไป ผู้โดยสารที่ไม่มี Age มีอยู่ 2 คน ดังนั้นผมจะแทนด้วยค่ากลางของข้อมูลหลังจากแทนที่ค่า NA ส่วนอื่นๆไปหมดแล้ว ต้องไปดูอีกทีว่าข้อมูลกระจายตัวยังไง แทนด้วย mean, median, mode แบบไหนดีกว่ากัน ปล. ผมจะไม่ตัดแถวที่มี NA ทิ้ง เพราะบางคอลัมน์เหมาะสมที่จะนำไปเทรนโมเดล + การจัดการ NA ที่ดีที่สุด คือไปแก้ที่ข้อมูลต้นทาง โดยไปหาข้อมูลมาเพิ่มตามแหล่งที่น่าเชื่อถือ

📍 ก่อนอื่นผมจะเอา 2 ไฟล์ที่ผมไปหาข้อมูลมาเพิ่มและบันทึกข้อมูลไว้ผมจะ import เข้า Rstudio ก่อน และค่อยทำการแทนที่ค่า NA และ Missing Value ภายหลัง

Preview ข้อมูลที่เก็บมาได้ที่ลิงก์ด้านล่าง (เก็บไว้ใน Google Drive)

5.1 Read / Preview Fill_NA_Test.xlsx File

# อ่านไฟล์ Excel (ควรไฟล์ไว้โฟลเดอร์เดียวกับโปรเจกต์นี้)
fill_na_test <- read_excel("Fill_NA_Test.xlsx") # นำไฟล์ Fill_NA_TEST.xlsx เก็บไว้ในตัวแปรใน R

fill_na_test <- fill_na_test |> 
  select(PassengerId, Name_Test, Survived_Test, Age_Test, Fare_Test) # เลือกมาเฉพาะคอลัมน์ PassengerId, Name_Test, Survived_Test, Age_Test, Fare_Test

fill_na_test |> 
  head(10) |> # ดู 10 แถวบนสุด
  styled_kable() # ธีมตาราง
## Data Dimensions:  10 rows x 5 columns
PassengerId Name_Test Survived_Test Age_Test Fare_Test
892 Kelly, Mr. James 0 34.5 7.8292
893 Wilkes, Mrs. James (Ellen Needs) 1 47.0 7.0000
894 Myles, Mr. Thomas Francis 0 62.0 9.6875
895 Wirz, Mr. Albert 0 27.0 8.6625
896 Hirvonen, Mrs. Alexander (Helga E Lindqvist) 1 22.0 12.2875
897 Svensson, Mr. Johan Cervin 1 14.0 9.2250
898 Connolly, Miss. Kate 1 30.0 7.6292
899 Caldwell, Mr. Albert Francis 1 26.0 29.0000
900 Abrahim, Mrs. Joseph (Sophie Halaut Easu) 1 18.0 7.2292
901 Davies, Mr. John Samuel 0 21.0 24.1500

5.2 Read / Preview Fill_NA_Train.xlsx File

# อ่านไฟล์ Excel (ควรไฟล์ไว้โฟลเดอร์เดียวกับโปรเจกต์นี้)
fill_na_train <- read_excel("Fill_NA_Train.xlsx") # นำไฟล์ Fill_NA_Train.xlsx เก็บไว้ในตัวแปรใน R

fill_na_train <- fill_na_train |> 
  select(PassengerId, Name_Train, Survived_Train, Age_Train, Embarked_Train) # เลือกมาเฉพาะคอลัมน์ PassengerId, Name_Train, Survived_Train, Age_Train, Embarked_Train

fill_na_train |> 
  head(10) |> # ดู 10 แถวบนสุด
  styled_kable() # ธีมตาราง
## Data Dimensions:  10 rows x 5 columns
PassengerId Name_Train Survived_Train Age_Train Embarked_Train
6 Moran, Mr. James 0 28 Q
18 Williams, Mr. Charles Eugene 1 23 S
20 Masselmani, Mrs. Fatima 1 22 C
27 Emir, Mr. Farred Chehab 0 26 C
29 O’Dwyer, Miss. Ellen “Nellie” 1 22 Q
30 Todoroff, Mr. Lalio 0 23 S
32 Spencer, Mrs. William Augustus (Marie Eugenie) 1 48 C
33 Glynn, Miss. Mary Agatha 1 18 Q
37 Mamee, Mr. Hanna 1 20 C
43 Kraeff, Mr. Theodor 0 NA C

5.3 Joining Tables for Data Preparation

# นำ 2 ตารางเข้ามา Join กับ titanic_data
join_table <- titanic_data |>
  left_join(fill_na_test, by = "PassengerId") |> # join table fill_na_test ด้วย PassengerId
  left_join(fill_na_train, by = "PassengerId") # join table fill_na_train ด้วย PassengerId
join_table |> 
  styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 21 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S titanic_train NA NA NA NA NA NA NA NA
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C85 C titanic_train NA NA NA NA NA NA NA NA
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S titanic_train NA NA NA NA NA NA NA NA
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 C123 S titanic_train NA NA NA NA NA NA NA NA
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S titanic_train NA NA NA NA NA NA NA NA
6 0 3 Moran, Mr. James male NA 0 0 330877 8.4583 Q titanic_train NA NA NA NA Moran, Mr. James 0 28 Q
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.8625 E46 S titanic_train NA NA NA NA NA NA NA NA
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 G6 S titanic_train NA NA NA NA NA NA NA NA
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 C103 S titanic_train NA NA NA NA NA NA NA NA
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S titanic_train NA NA NA NA NA NA NA NA
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S titanic_train NA NA NA NA NA NA NA NA
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S titanic_train NA NA NA NA NA NA NA NA
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
18 1 2 Williams, Mr. Charles Eugene male NA 0 0 244373 13.0000 S titanic_train NA NA NA NA Williams, Mr. Charles Eugene 1 23 S
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S titanic_train NA NA NA NA NA NA NA NA
20 1 3 Masselmani, Mrs. Fatima female NA 0 0 2649 7.2250 C titanic_train NA NA NA NA Masselmani, Mrs. Fatima 1 22 C
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 D56 S titanic_train NA NA NA NA NA NA NA NA
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q titanic_train NA NA NA NA NA NA NA NA
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 A6 S titanic_train NA NA NA NA NA NA NA NA
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
27 0 3 Emir, Mr. Farred Chehab male NA 0 0 2631 7.2250 C titanic_train NA NA NA NA Emir, Mr. Farred Chehab 0 26 C
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train NA NA NA NA NA NA NA NA
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female NA 0 0 330959 7.8792 Q titanic_train NA NA NA NA O’Dwyer, Miss. Ellen “Nellie” 1 22 Q
30 0 3 Todoroff, Mr. Lalio male NA 0 0 349216 7.8958 S titanic_train NA NA NA NA Todoroff, Mr. Lalio 0 23 S
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C titanic_train NA NA NA NA NA NA NA NA
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female NA 1 0 PC 17569 146.5208 B78 C titanic_train NA NA NA NA Spencer, Mrs. William Augustus (Marie Eugenie) 1 48 C
33 1 3 Glynn, Miss. Mary Agatha female NA 0 0 335677 7.7500 Q titanic_train NA NA NA NA Glynn, Miss. Mary Agatha 1 18 Q
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S titanic_train NA NA NA NA NA NA NA NA
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA NA NA NA NA
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
37 1 3 Mamee, Mr. Hanna male NA 0 0 2677 7.2292 C titanic_train NA NA NA NA Mamee, Mr. Hanna 1 20 C
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39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S titanic_train NA NA NA NA NA NA NA NA
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
43 0 3 Kraeff, Mr. Theodor male NA 0 0 349253 7.8958 C titanic_train NA NA NA NA Kraeff, Mr. Theodor 0 NA C
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
45 1 3 Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q titanic_train NA NA NA NA NA NA NA NA
46 0 3 Rogers, Mr. William John male NA 0 0 S.C./A.4. 23567 8.0500 S titanic_train NA NA NA NA Rogers, Mr. William John 0 30 S
47 0 3 Lennon, Mr. Denis male NA 1 0 370371 15.5000 Q titanic_train NA NA NA NA Lennon, Mr. Denis 0 20 Q
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51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.8000 S titanic_train NA NA NA NA NA NA NA NA
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 D33 C titanic_train NA NA NA NA NA NA NA NA
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S titanic_train NA NA NA NA NA NA NA NA
55 0 1 Ostby, Mr. Engelhart Cornelius male 65.00 0 1 113509 61.9792 B30 C titanic_train NA NA NA NA NA NA NA NA
56 1 1 Woolner, Mr. Hugh male NA 0 0 19947 35.5000 C52 S titanic_train NA NA NA NA Woolner, Mr. Hugh 1 45 S
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58 0 3 Novel, Mr. Mansouer male 28.50 0 0 2697 7.2292 C titanic_train NA NA NA NA NA NA NA NA
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
61 0 3 Sirayanian, Mr. Orsen male 22.00 0 0 2669 7.2292 C titanic_train NA NA NA NA NA NA NA NA
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64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
65 0 1 Stewart, Mr. Albert A male NA 0 0 PC 17605 27.7208 C titanic_train NA NA NA NA Stewart, Mr. Albert A 0 64 C
66 1 3 Moubarek, Master. Gerios male NA 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Gerios 1 7 C
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 F33 S titanic_train NA NA NA NA NA NA NA NA
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.1583 S titanic_train NA NA NA NA NA NA NA NA
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S titanic_train NA NA NA NA NA NA NA NA
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.6625 S titanic_train NA NA NA NA NA NA NA NA
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.5000 S titanic_train NA NA NA NA NA NA NA NA
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
74 0 3 Chronopoulos, Mr. Apostolos male 26.00 1 0 2680 14.4542 C titanic_train NA NA NA NA NA NA NA NA
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.6500 F G73 S titanic_train NA NA NA NA NA NA NA NA
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79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
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81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.0000 S titanic_train NA NA NA NA NA NA NA NA
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S titanic_train NA NA NA NA NA NA NA NA
83 1 3 McDermott, Miss. Brigdet Delia female NA 0 0 330932 7.7875 Q titanic_train NA NA NA NA McDermott, Miss. Brigdet Delia 1 31 Q
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86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
88 0 3 Slocovski, Mr. Selman Francis male NA 0 0 SOTON/OQ 392086 8.0500 S titanic_train NA NA NA NA Slocovski, Mr. Selman Francis 0 20 S
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91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.0500 S titanic_train NA NA NA NA NA NA NA NA
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.8542 S titanic_train NA NA NA NA NA NA NA NA
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94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.2500 S titanic_train NA NA NA NA NA NA NA NA
96 0 3 Shorney, Mr. Charles Joseph male NA 0 0 374910 8.0500 S titanic_train NA NA NA NA Shorney, Mr. Charles Joseph 0 22 S
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98 1 1 Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 D10 D12 C titanic_train NA NA NA NA NA NA NA NA
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100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
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102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male NA 0 0 349215 7.8958 S titanic_train NA NA NA NA Petroff, Mr. Pastcho (“Pentcho”) 0 29 S
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104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.6542 S titanic_train NA NA NA NA NA NA NA NA
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.9250 S titanic_train NA NA NA NA NA NA NA NA
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.8958 S titanic_train NA NA NA NA NA NA NA NA
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S titanic_train NA NA NA NA NA NA NA NA
108 1 3 Moss, Mr. Albert Johan male NA 0 0 312991 7.7750 S titanic_train NA NA NA NA Moss, Mr. Albert Johan 1 29 S
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.8958 S titanic_train NA NA NA NA NA NA NA NA
110 1 3 Moran, Miss. Bertha female NA 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Miss. Bertha 1 28 Q
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.0000 C110 S titanic_train NA NA NA NA NA NA NA NA
112 0 3 Zabour, Miss. Hileni female 14.50 1 0 2665 14.4542 C titanic_train NA NA NA NA NA NA NA NA
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.0500 S titanic_train NA NA NA NA NA NA NA NA
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.8250 S titanic_train NA NA NA NA NA NA NA NA
115 0 3 Attalah, Miss. Malake female 17.00 0 0 2627 14.4583 C titanic_train NA NA NA NA NA NA NA NA
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.9250 S titanic_train NA NA NA NA NA NA NA NA
117 0 3 Connors, Mr. Patrick male 70.50 0 0 370369 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
119 0 1 Baxter, Mr. Quigg Edmond male 24.00 0 1 PC 17558 247.5208 B58 B60 C titanic_train NA NA NA NA NA NA NA NA
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
122 0 3 Moore, Mr. Leonard Charles male NA 0 0 A4. 54510 8.0500 S titanic_train NA NA NA NA Moore, Mr. Leonard Charles 0 19 S
123 0 2 Nasser, Mr. Nicholas male 32.50 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.0000 E101 S titanic_train NA NA NA NA NA NA NA NA
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.2875 D26 S titanic_train NA NA NA NA NA NA NA NA
126 1 3 Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
127 0 3 McMahon, Mr. Martin male NA 0 0 370372 7.7500 Q titanic_train NA NA NA NA McMahon, Mr. Martin 0 19 Q
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129 1 3 Peter, Miss. Anna female NA 1 1 2668 22.3583 F E69 C titanic_train NA NA NA NA Peter, Miss. Anna 1 2 C
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.9750 S titanic_train NA NA NA NA NA NA NA NA
131 0 3 Drazenoic, Mr. Jozef male 33.00 0 0 349241 7.8958 C titanic_train NA NA NA NA NA NA NA NA
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S titanic_train NA NA NA NA NA NA NA NA
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.5000 S titanic_train NA NA NA NA NA NA NA NA
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S titanic_train NA NA NA NA NA NA NA NA
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.0000 S titanic_train NA NA NA NA NA NA NA NA
136 0 2 Richard, Mr. Emile male 23.00 0 0 SC/PARIS 2133 15.0458 C titanic_train NA NA NA NA NA NA NA NA
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 D47 S titanic_train NA NA NA NA NA NA NA NA
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.1000 C123 S titanic_train NA NA NA NA NA NA NA NA
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.2167 S titanic_train NA NA NA NA NA NA NA NA
140 0 1 Giglio, Mr. Victor male 24.00 0 0 PC 17593 79.2000 B86 C titanic_train NA NA NA NA NA NA NA NA
141 0 3 Boulos, Mrs. Joseph (Sultana) female NA 0 2 2678 15.2458 C titanic_train NA NA NA NA Boulos, Mrs. Joseph (Sultana) 0 40 C
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S titanic_train NA NA NA NA NA NA NA NA
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
144 0 3 Burke, Mr. Jeremiah male 19.00 0 0 365222 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.5000 S titanic_train NA NA NA NA NA NA NA NA
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S titanic_train NA NA NA NA NA NA NA NA
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149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.0000 F2 S titanic_train NA NA NA NA NA NA NA NA
150 0 2 Byles, Rev. Thomas Roussel Davids male 42.00 0 0 244310 13.0000 S titanic_train NA NA NA NA NA NA NA NA
151 0 2 Bateman, Rev. Robert James male 51.00 0 0 S.O.P. 1166 12.5250 S titanic_train NA NA NA NA NA NA NA NA
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.6000 C2 S titanic_train NA NA NA NA NA NA NA NA
153 0 3 Meo, Mr. Alfonzo male 55.50 0 0 A.5. 11206 8.0500 S titanic_train NA NA NA NA NA NA NA NA
154 0 3 van Billiard, Mr. Austin Blyler male 40.50 0 2 A/5. 851 14.5000 S titanic_train NA NA NA NA NA NA NA NA
155 0 3 Olsen, Mr. Ole Martin male NA 0 0 Fa 265302 7.3125 S titanic_train NA NA NA NA Olsen, Mr. Ole Martin 0 27 S
156 0 1 Williams, Mr. Charles Duane male 51.00 0 1 PC 17597 61.3792 C titanic_train NA NA NA NA NA NA NA NA
157 1 3 Gilnagh, Miss. Katherine “Katie” female 16.00 0 0 35851 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
158 0 3 Corn, Mr. Harry male 30.00 0 0 SOTON/OQ 392090 8.0500 S titanic_train NA NA NA NA NA NA NA NA
159 0 3 Smiljanic, Mr. Mile male NA 0 0 315037 8.6625 S titanic_train NA NA NA NA Smiljanic, Mr. Mile 0 37 S
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163 0 3 Bengtsson, Mr. John Viktor male 26.00 0 0 347068 7.7750 S titanic_train NA NA NA NA NA NA NA NA
164 0 3 Calic, Mr. Jovo male 17.00 0 0 315093 8.6625 S titanic_train NA NA NA NA NA NA NA NA
165 0 3 Panula, Master. Eino Viljami male 1.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
166 1 3 Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female NA 0 1 113505 55.0000 E33 S titanic_train NA NA NA NA Chibnall, Mrs. (Edith Martha Bowerman) 1 48 S
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169 0 1 Baumann, Mr. John D male NA 0 0 PC 17318 25.9250 S titanic_train NA NA NA NA Baumann, Mr. John D 0 48 S
170 0 3 Ling, Mr. Lee male 28.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
171 0 1 Van der hoef, Mr. Wyckoff male 61.00 0 0 111240 33.5000 B19 S titanic_train NA NA NA NA NA NA NA NA
172 0 3 Rice, Master. Arthur male 4.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
173 1 3 Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
174 0 3 Sivola, Mr. Antti Wilhelm male 21.00 0 0 STON/O 2. 3101280 7.9250 S titanic_train NA NA NA NA NA NA NA NA
175 0 1 Smith, Mr. James Clinch male 56.00 0 0 17764 30.6958 A7 C titanic_train NA NA NA NA NA NA NA NA
176 0 3 Klasen, Mr. Klas Albin male 18.00 1 1 350404 7.8542 S titanic_train NA NA NA NA NA NA NA NA
177 0 3 Lefebre, Master. Henry Forbes male NA 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Master. Henry Forbes 0 50 S
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179 0 2 Hale, Mr. Reginald male 30.00 0 0 250653 13.0000 S titanic_train NA NA NA NA NA NA NA NA
180 0 3 Leonard, Mr. Lionel male 36.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
181 0 3 Sage, Miss. Constance Gladys female NA 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Constance Gladys 0 7 S
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184 1 2 Becker, Master. Richard F male 1.00 2 1 230136 39.0000 F4 S titanic_train NA NA NA NA NA NA NA NA
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.0250 S titanic_train NA NA NA NA NA NA NA NA
186 0 1 Rood, Mr. Hugh Roscoe male NA 0 0 113767 50.0000 A32 S titanic_train NA NA NA NA Rood, Mr. Hugh Roscoe 0 39 S
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188 1 1 Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.5500 S titanic_train NA NA NA NA NA NA NA NA
189 0 3 Bourke, Mr. John male 40.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
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192 0 2 Carbines, Mr. William male 19.00 0 0 28424 13.0000 S titanic_train NA NA NA NA NA NA NA NA
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194 1 2 Navratil, Master. Michel M male 3.00 1 1 230080 26.0000 F2 S titanic_train NA NA NA NA NA NA NA NA
195 1 1 Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 0 0 PC 17610 27.7208 B4 C titanic_train NA NA NA NA NA NA NA NA
196 1 1 Lurette, Miss. Elise female 58.00 0 0 PC 17569 146.5208 B80 C titanic_train NA NA NA NA NA NA NA NA
197 0 3 Mernagh, Mr. Robert male NA 0 0 368703 7.7500 Q titanic_train NA NA NA NA Mernagh, Mr. Robert 0 28 Q
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204 0 3 Youseff, Mr. Gerious male 45.50 0 0 2628 7.2250 C titanic_train NA NA NA NA NA NA NA NA
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207 0 3 Backstrom, Mr. Karl Alfred male 32.00 1 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
208 1 3 Albimona, Mr. Nassef Cassem male 26.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
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210 1 1 Blank, Mr. Henry male 40.00 0 0 112277 31.0000 A31 C titanic_train NA NA NA NA NA NA NA NA
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213 0 3 Perkin, Mr. John Henry male 22.00 0 0 A/5 21174 7.2500 S titanic_train NA NA NA NA NA NA NA NA
214 0 2 Givard, Mr. Hans Kristensen male 30.00 0 0 250646 13.0000 S titanic_train NA NA NA NA NA NA NA NA
215 0 3 Kiernan, Mr. Philip male NA 1 0 367229 7.7500 Q titanic_train NA NA NA NA Kiernan, Mr. Philip 0 22 Q
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217 1 3 Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.9250 S titanic_train NA NA NA NA NA NA NA NA
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.00 1 0 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
219 1 1 Bazzani, Miss. Albina female 32.00 0 0 11813 76.2917 D15 C titanic_train NA NA NA NA NA NA NA NA
220 0 2 Harris, Mr. Walter male 30.00 0 0 W/C 14208 10.5000 S titanic_train NA NA NA NA NA NA NA NA
221 1 3 Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.0500 S titanic_train NA NA NA NA NA NA NA NA
222 0 2 Bracken, Mr. James H male 27.00 0 0 220367 13.0000 S titanic_train NA NA NA NA NA NA NA NA
223 0 3 Green, Mr. George Henry male 51.00 0 0 21440 8.0500 S titanic_train NA NA NA NA NA NA NA NA
224 0 3 Nenkoff, Mr. Christo male NA 0 0 349234 7.8958 S titanic_train NA NA NA NA Nenkoff, Mr. Christo 0 22 S
225 1 1 Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.0000 C93 S titanic_train NA NA NA NA NA NA NA NA
226 0 3 Berglund, Mr. Karl Ivar Sven male 22.00 0 0 PP 4348 9.3500 S titanic_train NA NA NA NA NA NA NA NA
227 1 2 Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.5000 S titanic_train NA NA NA NA NA NA NA NA
228 0 3 Lovell, Mr. John Hall (“Henry”) male 20.50 0 0 A/5 21173 7.2500 S titanic_train NA NA NA NA NA NA NA NA
229 0 2 Fahlstrom, Mr. Arne Jonas male 18.00 0 0 236171 13.0000 S titanic_train NA NA NA NA NA NA NA NA
230 0 3 Lefebre, Miss. Mathilde female NA 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Mathilde 0 12 S
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.4750 C83 S titanic_train NA NA NA NA NA NA NA NA
232 0 3 Larsson, Mr. Bengt Edvin male 29.00 0 0 347067 7.7750 S titanic_train NA NA NA NA NA NA NA NA
233 0 2 Sjostedt, Mr. Ernst Adolf male 59.00 0 0 237442 13.5000 S titanic_train NA NA NA NA NA NA NA NA
234 1 3 Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
235 0 2 Leyson, Mr. Robert William Norman male 24.00 0 0 C.A. 29566 10.5000 S titanic_train NA NA NA NA NA NA NA NA
236 0 3 Harknett, Miss. Alice Phoebe female NA 0 0 W./C. 6609 7.5500 S titanic_train NA NA NA NA Harknett, Miss. Alice Phoebe 0 21 S
237 0 2 Hold, Mr. Stephen male 44.00 1 0 26707 26.0000 S titanic_train NA NA NA NA NA NA NA NA
238 1 2 Collyer, Miss. Marjorie “Lottie” female 8.00 0 2 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
239 0 2 Pengelly, Mr. Frederick William male 19.00 0 0 28665 10.5000 S titanic_train NA NA NA NA NA NA NA NA
240 0 2 Hunt, Mr. George Henry male 33.00 0 0 SCO/W 1585 12.2750 S titanic_train NA NA NA NA NA NA NA NA
241 0 3 Zabour, Miss. Thamine female NA 1 0 2665 14.4542 C titanic_train NA NA NA NA Zabour, Miss. Thamine 0 19 C
242 1 3 Murphy, Miss. Katherine “Kate” female NA 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Katherine “Kate” 1 18 Q
243 0 2 Coleridge, Mr. Reginald Charles male 29.00 0 0 W./C. 14263 10.5000 S titanic_train NA NA NA NA NA NA NA NA
244 0 3 Maenpaa, Mr. Matti Alexanteri male 22.00 0 0 STON/O 2. 3101275 7.1250 S titanic_train NA NA NA NA NA NA NA NA
245 0 3 Attalah, Mr. Sleiman male 30.00 0 0 2694 7.2250 C titanic_train NA NA NA NA NA NA NA NA
246 0 1 Minahan, Dr. William Edward male 44.00 2 0 19928 90.0000 C78 Q titanic_train NA NA NA NA NA NA NA NA
247 0 3 Lindahl, Miss. Agda Thorilda Viktoria female 25.00 0 0 347071 7.7750 S titanic_train NA NA NA NA NA NA NA NA
248 1 2 Hamalainen, Mrs. William (Anna) female 24.00 0 2 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
249 1 1 Beckwith, Mr. Richard Leonard male 37.00 1 1 11751 52.5542 D35 S titanic_train NA NA NA NA NA NA NA NA
250 0 2 Carter, Rev. Ernest Courtenay male 54.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
251 0 3 Reed, Mr. James George male NA 0 0 362316 7.2500 S titanic_train NA NA NA NA Reed, Mr. James George 0 18 S
252 0 3 Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29.00 1 1 347054 10.4625 G6 S titanic_train NA NA NA NA NA NA NA NA
253 0 1 Stead, Mr. William Thomas male 62.00 0 0 113514 26.5500 C87 S titanic_train NA NA NA NA NA NA NA NA
254 0 3 Lobb, Mr. William Arthur male 30.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.00 0 2 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.00 0 2 2650 15.2458 C titanic_train NA NA NA NA NA NA NA NA
257 1 1 Thorne, Mrs. Gertrude Maybelle female NA 0 0 PC 17585 79.2000 C titanic_train NA NA NA NA Thorne, Mrs. Gertrude Maybelle 1 37 C
258 1 1 Cherry, Miss. Gladys female 30.00 0 0 110152 86.5000 B77 S titanic_train NA NA NA NA NA NA NA NA
259 1 1 Ward, Miss. Anna female 35.00 0 0 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
260 1 2 Parrish, Mrs. (Lutie Davis) female 50.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
261 0 3 Smith, Mr. Thomas male NA 0 0 384461 7.7500 Q titanic_train NA NA NA NA Smith, Mr. Thomas 0 26 Q
262 1 3 Asplund, Master. Edvin Rojj Felix male 3.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
263 0 1 Taussig, Mr. Emil male 52.00 1 1 110413 79.6500 E67 S titanic_train NA NA NA NA NA NA NA NA
264 0 1 Harrison, Mr. William male 40.00 0 0 112059 0.0000 B94 S titanic_train NA NA NA NA NA NA NA NA
265 0 3 Henry, Miss. Delia female NA 0 0 382649 7.7500 Q titanic_train NA NA NA NA Henry, Miss. Delia 0 22 Q
266 0 2 Reeves, Mr. David male 36.00 0 0 C.A. 17248 10.5000 S titanic_train NA NA NA NA NA NA NA NA
267 0 3 Panula, Mr. Ernesti Arvid male 16.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
268 1 3 Persson, Mr. Ernst Ulrik male 25.00 1 0 347083 7.7750 S titanic_train NA NA NA NA NA NA NA NA
269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.00 0 1 PC 17582 153.4625 C125 S titanic_train NA NA NA NA NA NA NA NA
270 1 1 Bissette, Miss. Amelia female 35.00 0 0 PC 17760 135.6333 C99 S titanic_train NA NA NA NA NA NA NA NA
271 0 1 Cairns, Mr. Alexander male NA 0 0 113798 31.0000 S titanic_train NA NA NA NA Cairns, Mr. Alexander 0 28 S
272 1 3 Tornquist, Mr. William Henry male 25.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
274 0 1 Natsch, Mr. Charles H male 37.00 0 1 PC 17596 29.7000 C118 C titanic_train NA NA NA NA NA NA NA NA
275 1 3 Healy, Miss. Hanora “Nora” female NA 0 0 370375 7.7500 Q titanic_train NA NA NA NA Healy, Miss. Hanora “Nora” 1 33 Q
276 1 1 Andrews, Miss. Kornelia Theodosia female 63.00 1 0 13502 77.9583 D7 S titanic_train NA NA NA NA NA NA NA NA
277 0 3 Lindblom, Miss. Augusta Charlotta female 45.00 0 0 347073 7.7500 S titanic_train NA NA NA NA NA NA NA NA
278 0 2 Parkes, Mr. Francis “Frank” male NA 0 0 239853 0.0000 S titanic_train NA NA NA NA Parkes, Mr. Francis “Frank” 0 21 S
279 0 3 Rice, Master. Eric male 7.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
281 0 3 Duane, Mr. Frank male 65.00 0 0 336439 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
282 0 3 Olsson, Mr. Nils Johan Goransson male 28.00 0 0 347464 7.8542 S titanic_train NA NA NA NA NA NA NA NA
283 0 3 de Pelsmaeker, Mr. Alfons male 16.00 0 0 345778 9.5000 S titanic_train NA NA NA NA NA NA NA NA
284 1 3 Dorking, Mr. Edward Arthur male 19.00 0 0 A/5. 10482 8.0500 S titanic_train NA NA NA NA NA NA NA NA
285 0 1 Smith, Mr. Richard William male NA 0 0 113056 26.0000 A19 S titanic_train NA NA NA NA Smith, Mr. Richard William 0 57 S
286 0 3 Stankovic, Mr. Ivan male 33.00 0 0 349239 8.6625 C titanic_train NA NA NA NA NA NA NA NA
287 1 3 de Mulder, Mr. Theodore male 30.00 0 0 345774 9.5000 S titanic_train NA NA NA NA NA NA NA NA
288 0 3 Naidenoff, Mr. Penko male 22.00 0 0 349206 7.8958 S titanic_train NA NA NA NA NA NA NA NA
289 1 2 Hosono, Mr. Masabumi male 42.00 0 0 237798 13.0000 S titanic_train NA NA NA NA NA NA NA NA
290 1 3 Connolly, Miss. Kate female 22.00 0 0 370373 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
291 1 1 Barber, Miss. Ellen “Nellie” female 26.00 0 0 19877 78.8500 S titanic_train NA NA NA NA NA NA NA NA
292 1 1 Bishop, Mrs. Dickinson H (Helen Walton) female 19.00 1 0 11967 91.0792 B49 C titanic_train NA NA NA NA NA NA NA NA
293 0 2 Levy, Mr. Rene Jacques male 36.00 0 0 SC/Paris 2163 12.8750 D C titanic_train NA NA NA NA NA NA NA NA
294 0 3 Haas, Miss. Aloisia female 24.00 0 0 349236 8.8500 S titanic_train NA NA NA NA NA NA NA NA
295 0 3 Mineff, Mr. Ivan male 24.00 0 0 349233 7.8958 S titanic_train NA NA NA NA NA NA NA NA
296 0 1 Lewy, Mr. Ervin G male NA 0 0 PC 17612 27.7208 C titanic_train NA NA NA NA Lewy, Mr. Ervin G 0 30 C
297 0 3 Hanna, Mr. Mansour male 23.50 0 0 2693 7.2292 C titanic_train NA NA NA NA NA NA NA NA
298 0 1 Allison, Miss. Helen Loraine female 2.00 1 2 113781 151.5500 C22 C26 S titanic_train NA NA NA NA NA NA NA NA
299 1 1 Saalfeld, Mr. Adolphe male NA 0 0 19988 30.5000 C106 S titanic_train NA NA NA NA Saalfeld, Mr. Adolphe 1 47 S
300 1 1 Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.00 0 1 PC 17558 247.5208 B58 B60 C titanic_train NA NA NA NA NA NA NA NA
301 1 3 Kelly, Miss. Anna Katherine “Annie Kate” female NA 0 0 9234 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Anna Katherine “Annie Kate” 1 20 Q
302 1 3 McCoy, Mr. Bernard male NA 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Mr. Bernard 1 24 Q
303 0 3 Johnson, Mr. William Cahoone Jr male 19.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
304 1 2 Keane, Miss. Nora A female NA 0 0 226593 12.3500 E101 Q titanic_train NA NA NA NA Keane, Miss. Nora A 1 46 Q
305 0 3 Williams, Mr. Howard Hugh “Harry” male NA 0 0 A/5 2466 8.0500 S titanic_train NA NA NA NA Williams, Mr. Howard Hugh “Harry” 0 28 S
306 1 1 Allison, Master. Hudson Trevor male 0.92 1 2 113781 151.5500 C22 C26 S titanic_train NA NA NA NA NA NA NA NA
307 1 1 Fleming, Miss. Margaret female NA 0 0 17421 110.8833 C titanic_train NA NA NA NA Fleming, Miss. Margaret 1 42 C
308 1 1 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.00 1 0 PC 17758 108.9000 C65 C titanic_train NA NA NA NA NA NA NA NA
309 0 2 Abelson, Mr. Samuel male 30.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
310 1 1 Francatelli, Miss. Laura Mabel female 30.00 0 0 PC 17485 56.9292 E36 C titanic_train NA NA NA NA NA NA NA NA
311 1 1 Hays, Miss. Margaret Bechstein female 24.00 0 0 11767 83.1583 C54 C titanic_train NA NA NA NA NA NA NA NA
312 1 1 Ryerson, Miss. Emily Borie female 18.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_train NA NA NA NA NA NA NA NA
313 0 2 Lahtinen, Mrs. William (Anna Sylfven) female 26.00 1 1 250651 26.0000 S titanic_train NA NA NA NA NA NA NA NA
314 0 3 Hendekovic, Mr. Ignjac male 28.00 0 0 349243 7.8958 S titanic_train NA NA NA NA NA NA NA NA
315 0 2 Hart, Mr. Benjamin male 43.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
316 1 3 Nilsson, Miss. Helmina Josefina female 26.00 0 0 347470 7.8542 S titanic_train NA NA NA NA NA NA NA NA
317 1 2 Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
318 0 2 Moraweck, Dr. Ernest male 54.00 0 0 29011 14.0000 S titanic_train NA NA NA NA NA NA NA NA
319 1 1 Wick, Miss. Mary Natalie female 31.00 0 2 36928 164.8667 C7 S titanic_train NA NA NA NA NA NA NA NA
320 1 1 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40.00 1 1 16966 134.5000 E34 C titanic_train NA NA NA NA NA NA NA NA
321 0 3 Dennis, Mr. Samuel male 22.00 0 0 A/5 21172 7.2500 S titanic_train NA NA NA NA NA NA NA NA
322 0 3 Danoff, Mr. Yoto male 27.00 0 0 349219 7.8958 S titanic_train NA NA NA NA NA NA NA NA
323 1 2 Slayter, Miss. Hilda Mary female 30.00 0 0 234818 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
324 1 2 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 1 1 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
325 0 3 Sage, Mr. George John Jr male NA 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. George John Jr 0 19 S
326 1 1 Young, Miss. Marie Grice female 36.00 0 0 PC 17760 135.6333 C32 C titanic_train NA NA NA NA NA NA NA NA
327 0 3 Nysveen, Mr. Johan Hansen male 61.00 0 0 345364 6.2375 S titanic_train NA NA NA NA NA NA NA NA
328 1 2 Ball, Mrs. (Ada E Hall) female 36.00 0 0 28551 13.0000 D S titanic_train NA NA NA NA NA NA NA NA
329 1 3 Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
330 1 1 Hippach, Miss. Jean Gertrude female 16.00 0 1 111361 57.9792 B18 C titanic_train NA NA NA NA NA NA NA NA
331 1 3 McCoy, Miss. Agnes female NA 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Miss. Agnes 1 29 Q
332 0 1 Partner, Mr. Austen male 45.50 0 0 113043 28.5000 C124 S titanic_train NA NA NA NA NA NA NA NA
333 0 1 Graham, Mr. George Edward male 38.00 0 1 PC 17582 153.4625 C91 S titanic_train NA NA NA NA NA NA NA NA
334 0 3 Vander Planke, Mr. Leo Edmondus male 16.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female NA 1 0 PC 17611 133.6500 S titanic_train NA NA NA NA Frauenthal, Mrs. Henry William (Clara Heinsheimer) 1 42 S
336 0 3 Denkoff, Mr. Mitto male NA 0 0 349225 7.8958 S titanic_train NA NA NA NA Denkoff, Mr. Mitto 0 30 S
337 0 1 Pears, Mr. Thomas Clinton male 29.00 1 0 113776 66.6000 C2 S titanic_train NA NA NA NA NA NA NA NA
338 1 1 Burns, Miss. Elizabeth Margaret female 41.00 0 0 16966 134.5000 E40 C titanic_train NA NA NA NA NA NA NA NA
339 1 3 Dahl, Mr. Karl Edwart male 45.00 0 0 7598 8.0500 S titanic_train NA NA NA NA NA NA NA NA
340 0 1 Blackwell, Mr. Stephen Weart male 45.00 0 0 113784 35.5000 T S titanic_train NA NA NA NA NA NA NA NA
341 1 2 Navratil, Master. Edmond Roger male 2.00 1 1 230080 26.0000 F2 S titanic_train NA NA NA NA NA NA NA NA
342 1 1 Fortune, Miss. Alice Elizabeth female 24.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train NA NA NA NA NA NA NA NA
343 0 2 Collander, Mr. Erik Gustaf male 28.00 0 0 248740 13.0000 S titanic_train NA NA NA NA NA NA NA NA
344 0 2 Sedgwick, Mr. Charles Frederick Waddington male 25.00 0 0 244361 13.0000 S titanic_train NA NA NA NA NA NA NA NA
345 0 2 Fox, Mr. Stanley Hubert male 36.00 0 0 229236 13.0000 S titanic_train NA NA NA NA NA NA NA NA
346 1 2 Brown, Miss. Amelia “Mildred” female 24.00 0 0 248733 13.0000 F33 S titanic_train NA NA NA NA NA NA NA NA
347 1 2 Smith, Miss. Marion Elsie female 40.00 0 0 31418 13.0000 S titanic_train NA NA NA NA NA NA NA NA
348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female NA 1 0 386525 16.1000 S titanic_train NA NA NA NA Davison, Mrs. Thomas Henry (Mary E Finck) 1 32 S
349 1 3 Coutts, Master. William Loch “William” male 3.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
350 0 3 Dimic, Mr. Jovan male 42.00 0 0 315088 8.6625 S titanic_train NA NA NA NA NA NA NA NA
351 0 3 Odahl, Mr. Nils Martin male 23.00 0 0 7267 9.2250 S titanic_train NA NA NA NA NA NA NA NA
352 0 1 Williams-Lambert, Mr. Fletcher Fellows male NA 0 0 113510 35.0000 C128 S titanic_train NA NA NA NA Williams-Lambert, Mr. Fletcher Fellows 0 43 S
353 0 3 Elias, Mr. Tannous male 15.00 1 1 2695 7.2292 C titanic_train NA NA NA NA NA NA NA NA
354 0 3 Arnold-Franchi, Mr. Josef male 25.00 1 0 349237 17.8000 S titanic_train NA NA NA NA NA NA NA NA
355 0 3 Yousif, Mr. Wazli male NA 0 0 2647 7.2250 C titanic_train NA NA NA NA Yousif, Mr. Wazli 0 23 C
356 0 3 Vanden Steen, Mr. Leo Peter male 28.00 0 0 345783 9.5000 S titanic_train NA NA NA NA NA NA NA NA
357 1 1 Bowerman, Miss. Elsie Edith female 22.00 0 1 113505 55.0000 E33 S titanic_train NA NA NA NA NA NA NA NA
358 0 2 Funk, Miss. Annie Clemmer female 38.00 0 0 237671 13.0000 S titanic_train NA NA NA NA NA NA NA NA
359 1 3 McGovern, Miss. Mary female NA 0 0 330931 7.8792 Q titanic_train NA NA NA NA McGovern, Miss. Mary 1 20 Q
360 1 3 Mockler, Miss. Helen Mary “Ellie” female NA 0 0 330980 7.8792 Q titanic_train NA NA NA NA Mockler, Miss. Helen Mary “Ellie” 1 23 Q
361 0 3 Skoog, Mr. Wilhelm male 40.00 1 4 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
362 0 2 del Carlo, Mr. Sebastiano male 29.00 1 0 SC/PARIS 2167 27.7208 C titanic_train NA NA NA NA NA NA NA NA
363 0 3 Barbara, Mrs. (Catherine David) female 45.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
364 0 3 Asim, Mr. Adola male 35.00 0 0 SOTON/O.Q. 3101310 7.0500 S titanic_train NA NA NA NA NA NA NA NA
365 0 3 O’Brien, Mr. Thomas male NA 1 0 370365 15.5000 Q titanic_train NA NA NA NA O’Brien, Mr. Thomas 0 26 Q
366 0 3 Adahl, Mr. Mauritz Nils Martin male 30.00 0 0 C 7076 7.2500 S titanic_train NA NA NA NA NA NA NA NA
367 1 1 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.00 1 0 110813 75.2500 D37 C titanic_train NA NA NA NA NA NA NA NA
368 1 3 Moussa, Mrs. (Mantoura Boulos) female NA 0 0 2626 7.2292 C titanic_train NA NA NA NA Moussa, Mrs. (Mantoura Boulos) 1 52 C
369 1 3 Jermyn, Miss. Annie female NA 0 0 14313 7.7500 Q titanic_train NA NA NA NA Jermyn, Miss. Annie 1 26 Q
370 1 1 Aubart, Mme. Leontine Pauline female 24.00 0 0 PC 17477 69.3000 B35 C titanic_train NA NA NA NA NA NA NA NA
371 1 1 Harder, Mr. George Achilles male 25.00 1 0 11765 55.4417 E50 C titanic_train NA NA NA NA NA NA NA NA
372 0 3 Wiklund, Mr. Jakob Alfred male 18.00 1 0 3101267 6.4958 S titanic_train NA NA NA NA NA NA NA NA
373 0 3 Beavan, Mr. William Thomas male 19.00 0 0 323951 8.0500 S titanic_train NA NA NA NA NA NA NA NA
374 0 1 Ringhini, Mr. Sante male 22.00 0 0 PC 17760 135.6333 C titanic_train NA NA NA NA NA NA NA NA
375 0 3 Palsson, Miss. Stina Viola female 3.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
376 1 1 Meyer, Mrs. Edgar Joseph (Leila Saks) female NA 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA Meyer, Mrs. Edgar Joseph (Leila Saks) 1 25 C
377 1 3 Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.2500 S titanic_train NA NA NA NA NA NA NA NA
378 0 1 Widener, Mr. Harry Elkins male 27.00 0 2 113503 211.5000 C82 C titanic_train NA NA NA NA NA NA NA NA
379 0 3 Betros, Mr. Tannous male 20.00 0 0 2648 4.0125 C titanic_train NA NA NA NA NA NA NA NA
380 0 3 Gustafsson, Mr. Karl Gideon male 19.00 0 0 347069 7.7750 S titanic_train NA NA NA NA NA NA NA NA
381 1 1 Bidois, Miss. Rosalie female 42.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
382 1 3 Nakid, Miss. Maria (“Mary”) female 1.00 0 2 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
383 0 3 Tikkanen, Mr. Juho male 32.00 0 0 STON/O 2. 3101293 7.9250 S titanic_train NA NA NA NA NA NA NA NA
384 1 1 Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
385 0 3 Plotcharsky, Mr. Vasil male NA 0 0 349227 7.8958 S titanic_train NA NA NA NA Plotcharsky, Mr. Vasil 0 27 S
386 0 2 Davies, Mr. Charles Henry male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
387 0 3 Goodwin, Master. Sidney Leonard male 1.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
388 1 2 Buss, Miss. Kate female 36.00 0 0 27849 13.0000 S titanic_train NA NA NA NA NA NA NA NA
389 0 3 Sadlier, Mr. Matthew male NA 0 0 367655 7.7292 Q titanic_train NA NA NA NA Sadlier, Mr. Matthew 0 19 Q
390 1 2 Lehmann, Miss. Bertha female 17.00 0 0 SC 1748 12.0000 C titanic_train NA NA NA NA NA NA NA NA
391 1 1 Carter, Mr. William Ernest male 36.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
392 1 3 Jansson, Mr. Carl Olof male 21.00 0 0 350034 7.7958 S titanic_train NA NA NA NA NA NA NA NA
393 0 3 Gustafsson, Mr. Johan Birger male 28.00 2 0 3101277 7.9250 S titanic_train NA NA NA NA NA NA NA NA
394 1 1 Newell, Miss. Marjorie female 23.00 1 0 35273 113.2750 D36 C titanic_train NA NA NA NA NA NA NA NA
395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 0 2 PP 9549 16.7000 G6 S titanic_train NA NA NA NA NA NA NA NA
396 0 3 Johansson, Mr. Erik male 22.00 0 0 350052 7.7958 S titanic_train NA NA NA NA NA NA NA NA
397 0 3 Olsson, Miss. Elina female 31.00 0 0 350407 7.8542 S titanic_train NA NA NA NA NA NA NA NA
398 0 2 McKane, Mr. Peter David male 46.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
399 0 2 Pain, Dr. Alfred male 23.00 0 0 244278 10.5000 S titanic_train NA NA NA NA NA NA NA NA
400 1 2 Trout, Mrs. William H (Jessie L) female 28.00 0 0 240929 12.6500 S titanic_train NA NA NA NA NA NA NA NA
401 1 3 Niskanen, Mr. Juha male 39.00 0 0 STON/O 2. 3101289 7.9250 S titanic_train NA NA NA NA NA NA NA NA
402 0 3 Adams, Mr. John male 26.00 0 0 341826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
403 0 3 Jussila, Miss. Mari Aina female 21.00 1 0 4137 9.8250 S titanic_train NA NA NA NA NA NA NA NA
404 0 3 Hakkarainen, Mr. Pekka Pietari male 28.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
405 0 3 Oreskovic, Miss. Marija female 20.00 0 0 315096 8.6625 S titanic_train NA NA NA NA NA NA NA NA
406 0 2 Gale, Mr. Shadrach male 34.00 1 0 28664 21.0000 S titanic_train NA NA NA NA NA NA NA NA
407 0 3 Widegren, Mr. Carl/Charles Peter male 51.00 0 0 347064 7.7500 S titanic_train NA NA NA NA NA NA NA NA
408 1 2 Richards, Master. William Rowe male 3.00 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.00 0 0 312992 7.7750 S titanic_train NA NA NA NA NA NA NA NA
410 0 3 Lefebre, Miss. Ida female NA 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Ida 0 3 S
411 0 3 Sdycoff, Mr. Todor male NA 0 0 349222 7.8958 S titanic_train NA NA NA NA Sdycoff, Mr. Todor 0 42 S
412 0 3 Hart, Mr. Henry male NA 0 0 394140 6.8583 Q titanic_train NA NA NA NA Hart, Mr. Henry 0 30 Q
413 1 1 Minahan, Miss. Daisy E female 33.00 1 0 19928 90.0000 C78 Q titanic_train NA NA NA NA NA NA NA NA
414 0 2 Cunningham, Mr. Alfred Fleming male NA 0 0 239853 0.0000 S titanic_train NA NA NA NA Cunningham, Mr. Alfred Fleming 0 21 S
415 1 3 Sundman, Mr. Johan Julian male 44.00 0 0 STON/O 2. 3101269 7.9250 S titanic_train NA NA NA NA NA NA NA NA
416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female NA 0 0 343095 8.0500 S titanic_train NA NA NA NA Meek, Mrs. Thomas (Annie Louise Rowley) 0 32 S
417 1 2 Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 1 1 28220 32.5000 S titanic_train NA NA NA NA NA NA NA NA
418 1 2 Silven, Miss. Lyyli Karoliina female 18.00 0 2 250652 13.0000 S titanic_train NA NA NA NA NA NA NA NA
419 0 2 Matthews, Mr. William John male 30.00 0 0 28228 13.0000 S titanic_train NA NA NA NA NA NA NA NA
420 0 3 Van Impe, Miss. Catharina female 10.00 0 2 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
421 0 3 Gheorgheff, Mr. Stanio male NA 0 0 349254 7.8958 C titanic_train NA NA NA NA Gheorgheff, Mr. Stanio 0 NA C
422 0 3 Charters, Mr. David male 21.00 0 0 A/5. 13032 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
423 0 3 Zimmerman, Mr. Leo male 29.00 0 0 315082 7.8750 S titanic_train NA NA NA NA NA NA NA NA
424 0 3 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
425 0 3 Rosblom, Mr. Viktor Richard male 18.00 1 1 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
426 0 3 Wiseman, Mr. Phillippe male NA 0 0 A/4. 34244 7.2500 S titanic_train NA NA NA NA Wiseman, Mr. Phillippe 0 53 S
427 1 2 Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 1 0 2003 26.0000 S titanic_train NA NA NA NA NA NA NA NA
428 1 2 Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
429 0 3 Flynn, Mr. James male NA 0 0 364851 7.7500 Q titanic_train NA NA NA NA Flynn, Mr. James 0 28 Q
430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32.00 0 0 SOTON/O.Q. 392078 8.0500 E10 S titanic_train NA NA NA NA NA NA NA NA
431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 0 0 110564 26.5500 C52 S titanic_train NA NA NA NA NA NA NA NA
432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female NA 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mrs. Percival (Florence Kate White) 1 32 S
433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 1 0 SC/AH 3085 26.0000 S titanic_train NA NA NA NA NA NA NA NA
434 0 3 Kallio, Mr. Nikolai Erland male 17.00 0 0 STON/O 2. 3101274 7.1250 S titanic_train NA NA NA NA NA NA NA NA
435 0 1 Silvey, Mr. William Baird male 50.00 1 0 13507 55.9000 E44 S titanic_train NA NA NA NA NA NA NA NA
436 1 1 Carter, Miss. Lucile Polk female 14.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
437 0 3 Ford, Miss. Doolina Margaret “Daisy” female 21.00 2 2 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24.00 2 3 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
439 0 1 Fortune, Mr. Mark male 64.00 1 4 19950 263.0000 C23 C25 C27 S titanic_train NA NA NA NA NA NA NA NA
440 0 2 Kvillner, Mr. Johan Henrik Johannesson male 31.00 0 0 C.A. 18723 10.5000 S titanic_train NA NA NA NA NA NA NA NA
441 1 2 Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
442 0 3 Hampe, Mr. Leon male 20.00 0 0 345769 9.5000 S titanic_train NA NA NA NA NA NA NA NA
443 0 3 Petterson, Mr. Johan Emil male 25.00 1 0 347076 7.7750 S titanic_train NA NA NA NA NA NA NA NA
444 1 2 Reynaldo, Ms. Encarnacion female 28.00 0 0 230434 13.0000 S titanic_train NA NA NA NA NA NA NA NA
445 1 3 Johannesen-Bratthammer, Mr. Bernt male NA 0 0 65306 8.1125 S titanic_train NA NA NA NA Johannesen-Bratthammer, Mr. Bernt 1 29 S
446 1 1 Dodge, Master. Washington male 4.00 0 2 33638 81.8583 A34 S titanic_train NA NA NA NA NA NA NA NA
447 1 2 Mellinger, Miss. Madeleine Violet female 13.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
448 1 1 Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.5500 S titanic_train NA NA NA NA NA NA NA NA
449 1 3 Baclini, Miss. Marie Catherine female 5.00 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
450 1 1 Peuchen, Major. Arthur Godfrey male 52.00 0 0 113786 30.5000 C104 S titanic_train NA NA NA NA NA NA NA NA
451 0 2 West, Mr. Edwy Arthur male 36.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
452 0 3 Hagland, Mr. Ingvald Olai Olsen male NA 1 0 65303 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Ingvald Olai Olsen 0 28 S
453 0 1 Foreman, Mr. Benjamin Laventall male 30.00 0 0 113051 27.7500 C111 C titanic_train NA NA NA NA NA NA NA NA
454 1 1 Goldenberg, Mr. Samuel L male 49.00 1 0 17453 89.1042 C92 C titanic_train NA NA NA NA NA NA NA NA
455 0 3 Peduzzi, Mr. Joseph male NA 0 0 A/5 2817 8.0500 S titanic_train NA NA NA NA Peduzzi, Mr. Joseph 0 24 S
456 1 3 Jalsevac, Mr. Ivan male 29.00 0 0 349240 7.8958 C titanic_train NA NA NA NA NA NA NA NA
457 0 1 Millet, Mr. Francis Davis male 65.00 0 0 13509 26.5500 E38 S titanic_train NA NA NA NA NA NA NA NA
458 1 1 Kenyon, Mrs. Frederick R (Marion) female NA 1 0 17464 51.8625 D21 S titanic_train NA NA NA NA Kenyon, Mrs. Frederick R (Marion) 1 40 S
459 1 2 Toomey, Miss. Ellen female 50.00 0 0 F.C.C. 13531 10.5000 S titanic_train NA NA NA NA NA NA NA NA
460 0 3 O’Connor, Mr. Maurice male NA 0 0 371060 7.7500 Q titanic_train NA NA NA NA O’Connor, Mr. Maurice 0 15 Q
461 1 1 Anderson, Mr. Harry male 48.00 0 0 19952 26.5500 E12 S titanic_train NA NA NA NA NA NA NA NA
462 0 3 Morley, Mr. William male 34.00 0 0 364506 8.0500 S titanic_train NA NA NA NA NA NA NA NA
463 0 1 Gee, Mr. Arthur H male 47.00 0 0 111320 38.5000 E63 S titanic_train NA NA NA NA NA NA NA NA
464 0 2 Milling, Mr. Jacob Christian male 48.00 0 0 234360 13.0000 S titanic_train NA NA NA NA NA NA NA NA
465 0 3 Maisner, Mr. Simon male NA 0 0 A/S 2816 8.0500 S titanic_train NA NA NA NA Maisner, Mr. Simon 0 34 S
466 0 3 Goncalves, Mr. Manuel Estanslas male 38.00 0 0 SOTON/O.Q. 3101306 7.0500 S titanic_train NA NA NA NA NA NA NA NA
467 0 2 Campbell, Mr. William male NA 0 0 239853 0.0000 S titanic_train NA NA NA NA Campbell, Mr. William 0 20 S
468 0 1 Smart, Mr. John Montgomery male 56.00 0 0 113792 26.5500 S titanic_train NA NA NA NA NA NA NA NA
469 0 3 Scanlan, Mr. James male NA 0 0 36209 7.7250 Q titanic_train NA NA NA NA Scanlan, Mr. James 0 20 Q
470 1 3 Baclini, Miss. Helene Barbara female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
471 0 3 Keefe, Mr. Arthur male NA 0 0 323592 7.2500 S titanic_train NA NA NA NA Keefe, Mr. Arthur 0 44 S
472 0 3 Cacic, Mr. Luka male 38.00 0 0 315089 8.6625 S titanic_train NA NA NA NA NA NA NA NA
473 1 2 West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
474 1 2 Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.00 0 0 SC/AH Basle 541 13.7917 D C titanic_train NA NA NA NA NA NA NA NA
475 0 3 Strandberg, Miss. Ida Sofia female 22.00 0 0 7553 9.8375 S titanic_train NA NA NA NA NA NA NA NA
476 0 1 Clifford, Mr. George Quincy male NA 0 0 110465 52.0000 A14 S titanic_train NA NA NA NA Clifford, Mr. George Quincy 0 40 S
477 0 2 Renouf, Mr. Peter Henry male 34.00 1 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
478 0 3 Braund, Mr. Lewis Richard male 29.00 1 0 3460 7.0458 S titanic_train NA NA NA NA NA NA NA NA
479 0 3 Karlsson, Mr. Nils August male 22.00 0 0 350060 7.5208 S titanic_train NA NA NA NA NA NA NA NA
480 1 3 Hirvonen, Miss. Hildur E female 2.00 0 1 3101298 12.2875 S titanic_train NA NA NA NA NA NA NA NA
481 0 3 Goodwin, Master. Harold Victor male 9.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
482 0 2 Frost, Mr. Anthony Wood “Archie” male NA 0 0 239854 0.0000 S titanic_train NA NA NA NA Frost, Mr. Anthony Wood “Archie” 0 38 S
483 0 3 Rouse, Mr. Richard Henry male 50.00 0 0 A/5 3594 8.0500 S titanic_train NA NA NA NA NA NA NA NA
484 1 3 Turkula, Mrs. (Hedwig) female 63.00 0 0 4134 9.5875 S titanic_train NA NA NA NA NA NA NA NA
485 1 1 Bishop, Mr. Dickinson H male 25.00 1 0 11967 91.0792 B49 C titanic_train NA NA NA NA NA NA NA NA
486 0 3 Lefebre, Miss. Jeannie female NA 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Jeannie 0 8 S
487 1 1 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 1 0 19943 90.0000 C93 S titanic_train NA NA NA NA NA NA NA NA
488 0 1 Kent, Mr. Edward Austin male 58.00 0 0 11771 29.7000 B37 C titanic_train NA NA NA NA NA NA NA NA
489 0 3 Somerton, Mr. Francis William male 30.00 0 0 A.5. 18509 8.0500 S titanic_train NA NA NA NA NA NA NA NA
490 1 3 Coutts, Master. Eden Leslie “Neville” male 9.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male NA 1 0 65304 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Konrad Mathias Reiersen 0 19 S
492 0 3 Windelov, Mr. Einar male 21.00 0 0 SOTON/OQ 3101317 7.2500 S titanic_train NA NA NA NA NA NA NA NA
493 0 1 Molson, Mr. Harry Markland male 55.00 0 0 113787 30.5000 C30 S titanic_train NA NA NA NA NA NA NA NA
494 0 1 Artagaveytia, Mr. Ramon male 71.00 0 0 PC 17609 49.5042 C titanic_train NA NA NA NA NA NA NA NA
495 0 3 Stanley, Mr. Edward Roland male 21.00 0 0 A/4 45380 8.0500 S titanic_train NA NA NA NA NA NA NA NA
496 0 3 Yousseff, Mr. Gerious male NA 0 0 2627 14.4583 C titanic_train NA NA NA NA Yousseff, Mr. Gerious 0 45 C
497 1 1 Eustis, Miss. Elizabeth Mussey female 54.00 1 0 36947 78.2667 D20 C titanic_train NA NA NA NA NA NA NA NA
498 0 3 Shellard, Mr. Frederick William male NA 0 0 C.A. 6212 15.1000 S titanic_train NA NA NA NA Shellard, Mr. Frederick William 0 55 S
499 0 1 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25.00 1 2 113781 151.5500 C22 C26 S titanic_train NA NA NA NA NA NA NA NA
500 0 3 Svensson, Mr. Olof male 24.00 0 0 350035 7.7958 S titanic_train NA NA NA NA NA NA NA NA
501 0 3 Calic, Mr. Petar male 17.00 0 0 315086 8.6625 S titanic_train NA NA NA NA NA NA NA NA
502 0 3 Canavan, Miss. Mary female 21.00 0 0 364846 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
503 0 3 O’Sullivan, Miss. Bridget Mary female NA 0 0 330909 7.6292 Q titanic_train NA NA NA NA O’Sullivan, Miss. Bridget Mary 0 21 Q
504 0 3 Laitinen, Miss. Kristina Sofia female 37.00 0 0 4135 9.5875 S titanic_train NA NA NA NA NA NA NA NA
505 1 1 Maioni, Miss. Roberta female 16.00 0 0 110152 86.5000 B79 S titanic_train NA NA NA NA NA NA NA NA
506 0 1 Penasco y Castellana, Mr. Victor de Satode male 18.00 1 0 PC 17758 108.9000 C65 C titanic_train NA NA NA NA NA NA NA NA
507 1 2 Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 0 2 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
508 1 1 Bradley, Mr. George (“George Arthur Brayton”) male NA 0 0 111427 26.5500 S titanic_train NA NA NA NA Bradley, Mr. George (“George Arthur Brayton”) 1 37 S
509 0 3 Olsen, Mr. Henry Margido male 28.00 0 0 C 4001 22.5250 S titanic_train NA NA NA NA NA NA NA NA
510 1 3 Lang, Mr. Fang male 26.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
511 1 3 Daly, Mr. Eugene Patrick male 29.00 0 0 382651 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
512 0 3 Webber, Mr. James male NA 0 0 SOTON/OQ 3101316 8.0500 S titanic_train NA NA NA NA Webber, Mr. James 0 66 S
513 1 1 McGough, Mr. James Robert male 36.00 0 0 PC 17473 26.2875 E25 S titanic_train NA NA NA NA NA NA NA NA
514 1 1 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.00 1 0 PC 17603 59.4000 C titanic_train NA NA NA NA NA NA NA NA
515 0 3 Coleff, Mr. Satio male 24.00 0 0 349209 7.4958 S titanic_train NA NA NA NA NA NA NA NA
516 0 1 Walker, Mr. William Anderson male 47.00 0 0 36967 34.0208 D46 S titanic_train NA NA NA NA NA NA NA NA
517 1 2 Lemore, Mrs. (Amelia Milley) female 34.00 0 0 C.A. 34260 10.5000 F33 S titanic_train NA NA NA NA NA NA NA NA
518 0 3 Ryan, Mr. Patrick male NA 0 0 371110 24.1500 Q titanic_train NA NA NA NA Ryan, Mr. Patrick 0 32 Q
519 1 2 Angle, Mrs. William A (Florence “Mary” Agnes Hughes) female 36.00 1 0 226875 26.0000 S titanic_train NA NA NA NA NA NA NA NA
520 0 3 Pavlovic, Mr. Stefo male 32.00 0 0 349242 7.8958 S titanic_train NA NA NA NA NA NA NA NA
521 1 1 Perreault, Miss. Anne female 30.00 0 0 12749 93.5000 B73 S titanic_train NA NA NA NA NA NA NA NA
522 0 3 Vovk, Mr. Janko male 22.00 0 0 349252 7.8958 S titanic_train NA NA NA NA NA NA NA NA
523 0 3 Lahoud, Mr. Sarkis male NA 0 0 2624 7.2250 C titanic_train NA NA NA NA Lahoud, Mr. Sarkis 0 35 C
524 1 1 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.00 0 1 111361 57.9792 B18 C titanic_train NA NA NA NA NA NA NA NA
525 0 3 Kassem, Mr. Fared male NA 0 0 2700 7.2292 C titanic_train NA NA NA NA Kassem, Mr. Fared 0 19 C
526 0 3 Farrell, Mr. James male 40.50 0 0 367232 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
527 1 2 Ridsdale, Miss. Lucy female 50.00 0 0 W./C. 14258 10.5000 S titanic_train NA NA NA NA NA NA NA NA
528 0 1 Farthing, Mr. John male NA 0 0 PC 17483 221.7792 C95 S titanic_train NA NA NA NA Farthing, Mr. John 0 48 S
529 0 3 Salonen, Mr. Johan Werner male 39.00 0 0 3101296 7.9250 S titanic_train NA NA NA NA NA NA NA NA
530 0 2 Hocking, Mr. Richard George male 23.00 2 1 29104 11.5000 S titanic_train NA NA NA NA NA NA NA NA
531 1 2 Quick, Miss. Phyllis May female 2.00 1 1 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
532 0 3 Toufik, Mr. Nakli male NA 0 0 2641 7.2292 C titanic_train NA NA NA NA Toufik, Mr. Nakli 0 17 C
533 0 3 Elias, Mr. Joseph Jr male 17.00 1 1 2690 7.2292 C titanic_train NA NA NA NA NA NA NA NA
534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female NA 0 2 2668 22.3583 C titanic_train NA NA NA NA Peter, Mrs. Catherine (Catherine Rizk) 1 23 C
535 0 3 Cacic, Miss. Marija female 30.00 0 0 315084 8.6625 S titanic_train NA NA NA NA NA NA NA NA
536 1 2 Hart, Miss. Eva Miriam female 7.00 0 2 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
537 0 1 Butt, Major. Archibald Willingham male 45.00 0 0 113050 26.5500 B38 S titanic_train NA NA NA NA NA NA NA NA
538 1 1 LeRoy, Miss. Bertha female 30.00 0 0 PC 17761 106.4250 C titanic_train NA NA NA NA NA NA NA NA
539 0 3 Risien, Mr. Samuel Beard male NA 0 0 364498 14.5000 S titanic_train NA NA NA NA Risien, Mr. Samuel Beard 0 69 S
540 1 1 Frolicher, Miss. Hedwig Margaritha female 22.00 0 2 13568 49.5000 B39 C titanic_train NA NA NA NA NA NA NA NA
541 1 1 Crosby, Miss. Harriet R female 36.00 0 2 WE/P 5735 71.0000 B22 S titanic_train NA NA NA NA NA NA NA NA
542 0 3 Andersson, Miss. Ingeborg Constanzia female 9.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
543 0 3 Andersson, Miss. Sigrid Elisabeth female 11.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
544 1 2 Beane, Mr. Edward male 32.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
545 0 1 Douglas, Mr. Walter Donald male 50.00 1 0 PC 17761 106.4250 C86 C titanic_train NA NA NA NA NA NA NA NA
546 0 1 Nicholson, Mr. Arthur Ernest male 64.00 0 0 693 26.0000 S titanic_train NA NA NA NA NA NA NA NA
547 1 2 Beane, Mrs. Edward (Ethel Clarke) female 19.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
548 1 2 Padro y Manent, Mr. Julian male NA 0 0 SC/PARIS 2146 13.8625 C titanic_train NA NA NA NA Padro y Manent, Mr. Julian 1 26 C
549 0 3 Goldsmith, Mr. Frank John male 33.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
550 1 2 Davies, Master. John Morgan Jr male 8.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
551 1 1 Thayer, Mr. John Borland Jr male 17.00 0 2 17421 110.8833 C70 C titanic_train NA NA NA NA NA NA NA NA
552 0 2 Sharp, Mr. Percival James R male 27.00 0 0 244358 26.0000 S titanic_train NA NA NA NA NA NA NA NA
553 0 3 O’Brien, Mr. Timothy male NA 0 0 330979 7.8292 Q titanic_train NA NA NA NA O’Brien, Mr. Timothy 0 21 Q
554 1 3 Leeni, Mr. Fahim (“Philip Zenni”) male 22.00 0 0 2620 7.2250 C titanic_train NA NA NA NA NA NA NA NA
555 1 3 Ohman, Miss. Velin female 22.00 0 0 347085 7.7750 S titanic_train NA NA NA NA NA NA NA NA
556 0 1 Wright, Mr. George male 62.00 0 0 113807 26.5500 S titanic_train NA NA NA NA NA NA NA NA
557 1 1 Duff Gordon, Lady. (Lucille Christiana Sutherland) (“Mrs Morgan”) female 48.00 1 0 11755 39.6000 A16 C titanic_train NA NA NA NA NA NA NA NA
558 0 1 Robbins, Mr. Victor male NA 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA Robbins, Mr. Victor 0 45 C
559 1 1 Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 1 1 110413 79.6500 E67 S titanic_train NA NA NA NA NA NA NA NA
560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 1 0 345572 17.4000 S titanic_train NA NA NA NA NA NA NA NA
561 0 3 Morrow, Mr. Thomas Rowan male NA 0 0 372622 7.7500 Q titanic_train NA NA NA NA Morrow, Mr. Thomas Rowan 0 31 Q
562 0 3 Sivic, Mr. Husein male 40.00 0 0 349251 7.8958 S titanic_train NA NA NA NA NA NA NA NA
563 0 2 Norman, Mr. Robert Douglas male 28.00 0 0 218629 13.5000 S titanic_train NA NA NA NA NA NA NA NA
564 0 3 Simmons, Mr. John male NA 0 0 SOTON/OQ 392082 8.0500 S titanic_train NA NA NA NA Simmons, Mr. John 0 40 S
565 0 3 Meanwell, Miss. (Marion Ogden) female NA 0 0 SOTON/O.Q. 392087 8.0500 S titanic_train NA NA NA NA Meanwell, Miss. (Marion Ogden) 0 62 S
566 0 3 Davies, Mr. Alfred J male 24.00 2 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
567 0 3 Stoytcheff, Mr. Ilia male 19.00 0 0 349205 7.8958 S titanic_train NA NA NA NA NA NA NA NA
568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.00 0 4 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
569 0 3 Doharr, Mr. Tannous male NA 0 0 2686 7.2292 C titanic_train NA NA NA NA Doharr, Mr. Tannous 0 28 C
570 1 3 Jonsson, Mr. Carl male 32.00 0 0 350417 7.8542 S titanic_train NA NA NA NA NA NA NA NA
571 1 2 Harris, Mr. George male 62.00 0 0 S.W./PP 752 10.5000 S titanic_train NA NA NA NA NA NA NA NA
572 1 1 Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 2 0 11769 51.4792 C101 S titanic_train NA NA NA NA NA NA NA NA
573 1 1 Flynn, Mr. John Irwin (“Irving”) male 36.00 0 0 PC 17474 26.3875 E25 S titanic_train NA NA NA NA NA NA NA NA
574 1 3 Kelly, Miss. Mary female NA 0 0 14312 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Mary 1 22 Q
575 0 3 Rush, Mr. Alfred George John male 16.00 0 0 A/4. 20589 8.0500 S titanic_train NA NA NA NA NA NA NA NA
576 0 3 Patchett, Mr. George male 19.00 0 0 358585 14.5000 S titanic_train NA NA NA NA NA NA NA NA
577 1 2 Garside, Miss. Ethel female 34.00 0 0 243880 13.0000 S titanic_train NA NA NA NA NA NA NA NA
578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.00 1 0 13507 55.9000 E44 S titanic_train NA NA NA NA NA NA NA NA
579 0 3 Caram, Mrs. Joseph (Maria Elias) female NA 1 0 2689 14.4583 C titanic_train NA NA NA NA Caram, Mrs. Joseph (Maria Elias) 0 18 C
580 1 3 Jussila, Mr. Eiriik male 32.00 0 0 STON/O 2. 3101286 7.9250 S titanic_train NA NA NA NA NA NA NA NA
581 1 2 Christy, Miss. Julie Rachel female 25.00 1 1 237789 30.0000 S titanic_train NA NA NA NA NA NA NA NA
582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.00 1 1 17421 110.8833 C68 C titanic_train NA NA NA NA NA NA NA NA
583 0 2 Downton, Mr. William James male 54.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
584 0 1 Ross, Mr. John Hugo male 36.00 0 0 13049 40.1250 A10 C titanic_train NA NA NA NA NA NA NA NA
585 0 3 Paulner, Mr. Uscher male NA 0 0 3411 8.7125 C titanic_train NA NA NA NA Paulner, Mr. Uscher 0 16 C
586 1 1 Taussig, Miss. Ruth female 18.00 0 2 110413 79.6500 E68 S titanic_train NA NA NA NA NA NA NA NA
587 0 2 Jarvis, Mr. John Denzil male 47.00 0 0 237565 15.0000 S titanic_train NA NA NA NA NA NA NA NA
588 1 1 Frolicher-Stehli, Mr. Maxmillian male 60.00 1 1 13567 79.2000 B41 C titanic_train NA NA NA NA NA NA NA NA
589 0 3 Gilinski, Mr. Eliezer male 22.00 0 0 14973 8.0500 S titanic_train NA NA NA NA NA NA NA NA
590 0 3 Murdlin, Mr. Joseph male NA 0 0 A./5. 3235 8.0500 S titanic_train NA NA NA NA Murdlin, Mr. Joseph 0 22 S
591 0 3 Rintamaki, Mr. Matti male 35.00 0 0 STON/O 2. 3101273 7.1250 S titanic_train NA NA NA NA NA NA NA NA
592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.00 1 0 36947 78.2667 D20 C titanic_train NA NA NA NA NA NA NA NA
593 0 3 Elsbury, Mr. William James male 47.00 0 0 A/5 3902 7.2500 S titanic_train NA NA NA NA NA NA NA NA
594 0 3 Bourke, Miss. Mary female NA 0 2 364848 7.7500 Q titanic_train NA NA NA NA Bourke, Miss. Mary 0 40 Q
595 0 2 Chapman, Mr. John Henry male 37.00 1 0 SC/AH 29037 26.0000 S titanic_train NA NA NA NA NA NA NA NA
596 0 3 Van Impe, Mr. Jean Baptiste male 36.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
597 1 2 Leitch, Miss. Jessie Wills female NA 0 0 248727 33.0000 S titanic_train NA NA NA NA Leitch, Miss. Jessie Wills 1 31 S
598 0 3 Johnson, Mr. Alfred male 49.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
599 0 3 Boulos, Mr. Hanna male NA 0 0 2664 7.2250 C titanic_train NA NA NA NA Boulos, Mr. Hanna 0 18 C
600 1 1 Duff Gordon, Sir. Cosmo Edmund (“Mr Morgan”) male 49.00 1 0 PC 17485 56.9292 A20 C titanic_train NA NA NA NA NA NA NA NA
601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 2 1 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
602 0 3 Slabenoff, Mr. Petco male NA 0 0 349214 7.8958 S titanic_train NA NA NA NA Slabenoff, Mr. Petco 0 42 S
603 0 1 Harrington, Mr. Charles H male NA 0 0 113796 42.4000 S titanic_train NA NA NA NA Harrington, Mr. Charles H 0 37 S
604 0 3 Torber, Mr. Ernst William male 44.00 0 0 364511 8.0500 S titanic_train NA NA NA NA NA NA NA NA
605 1 1 Homer, Mr. Harry (“Mr E Haven”) male 35.00 0 0 111426 26.5500 C titanic_train NA NA NA NA NA NA NA NA
606 0 3 Lindell, Mr. Edvard Bengtsson male 36.00 1 0 349910 15.5500 S titanic_train NA NA NA NA NA NA NA NA
607 0 3 Karaic, Mr. Milan male 30.00 0 0 349246 7.8958 S titanic_train NA NA NA NA NA NA NA NA
608 1 1 Daniel, Mr. Robert Williams male 27.00 0 0 113804 30.5000 S titanic_train NA NA NA NA NA NA NA NA
609 1 2 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue) female 22.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
610 1 1 Shutes, Miss. Elizabeth W female 40.00 0 0 PC 17582 153.4625 C125 S titanic_train NA NA NA NA NA NA NA NA
611 0 3 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
612 0 3 Jardin, Mr. Jose Neto male NA 0 0 SOTON/O.Q. 3101305 7.0500 S titanic_train NA NA NA NA Jardin, Mr. Jose Neto 0 21 S
613 1 3 Murphy, Miss. Margaret Jane female NA 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Margaret Jane 1 25 Q
614 0 3 Horgan, Mr. John male NA 0 0 370377 7.7500 Q titanic_train NA NA NA NA Horgan, Mr. John 0 22 Q
615 0 3 Brocklebank, Mr. William Alfred male 35.00 0 0 364512 8.0500 S titanic_train NA NA NA NA NA NA NA NA
616 1 2 Herman, Miss. Alice female 24.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
617 0 3 Danbom, Mr. Ernst Gilbert male 34.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
618 0 3 Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
619 1 2 Becker, Miss. Marion Louise female 4.00 2 1 230136 39.0000 F4 S titanic_train NA NA NA NA NA NA NA NA
620 0 2 Gavey, Mr. Lawrence male 26.00 0 0 31028 10.5000 S titanic_train NA NA NA NA NA NA NA NA
621 0 3 Yasbeck, Mr. Antoni male 27.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
622 1 1 Kimball, Mr. Edwin Nelson Jr male 42.00 1 0 11753 52.5542 D19 S titanic_train NA NA NA NA NA NA NA NA
623 1 3 Nakid, Mr. Sahid male 20.00 1 1 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
624 0 3 Hansen, Mr. Henry Damsgaard male 21.00 0 0 350029 7.8542 S titanic_train NA NA NA NA NA NA NA NA
625 0 3 Bowen, Mr. David John “Dai” male 21.00 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
626 0 1 Sutton, Mr. Frederick male 61.00 0 0 36963 32.3208 D50 S titanic_train NA NA NA NA NA NA NA NA
627 0 2 Kirkland, Rev. Charles Leonard male 57.00 0 0 219533 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
628 1 1 Longley, Miss. Gretchen Fiske female 21.00 0 0 13502 77.9583 D9 S titanic_train NA NA NA NA NA NA NA NA
629 0 3 Bostandyeff, Mr. Guentcho male 26.00 0 0 349224 7.8958 S titanic_train NA NA NA NA NA NA NA NA
630 0 3 O’Connell, Mr. Patrick D male NA 0 0 334912 7.7333 Q titanic_train NA NA NA NA O’Connell, Mr. Patrick D 0 18 Q
631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.00 0 0 27042 30.0000 A23 S titanic_train NA NA NA NA NA NA NA NA
632 0 3 Lundahl, Mr. Johan Svensson male 51.00 0 0 347743 7.0542 S titanic_train NA NA NA NA NA NA NA NA
633 1 1 Stahelin-Maeglin, Dr. Max male 32.00 0 0 13214 30.5000 B50 C titanic_train NA NA NA NA NA NA NA NA
634 0 1 Parr, Mr. William Henry Marsh male NA 0 0 112052 0.0000 S titanic_train NA NA NA NA Parr, Mr. William Henry Marsh 0 29 S
635 0 3 Skoog, Miss. Mabel female 9.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
636 1 2 Davis, Miss. Mary female 28.00 0 0 237668 13.0000 S titanic_train NA NA NA NA NA NA NA NA
637 0 3 Leinonen, Mr. Antti Gustaf male 32.00 0 0 STON/O 2. 3101292 7.9250 S titanic_train NA NA NA NA NA NA NA NA
638 0 2 Collyer, Mr. Harvey male 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.00 0 5 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
640 0 3 Thorneycroft, Mr. Percival male NA 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mr. Percival 0 36 S
641 0 3 Jensen, Mr. Hans Peder male 20.00 0 0 350050 7.8542 S titanic_train NA NA NA NA NA NA NA NA
642 1 1 Sagesser, Mlle. Emma female 24.00 0 0 PC 17477 69.3000 B35 C titanic_train NA NA NA NA NA NA NA NA
643 0 3 Skoog, Miss. Margit Elizabeth female 2.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
644 1 3 Foo, Mr. Choong male NA 0 0 1601 56.4958 S titanic_train NA NA NA NA Foo, Mr. Choong 1 32 S
645 1 3 Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
646 1 1 Harper, Mr. Henry Sleeper male 48.00 1 0 PC 17572 76.7292 D33 C titanic_train NA NA NA NA NA NA NA NA
647 0 3 Cor, Mr. Liudevit male 19.00 0 0 349231 7.8958 S titanic_train NA NA NA NA NA NA NA NA
648 1 1 Simonius-Blumer, Col. Oberst Alfons male 56.00 0 0 13213 35.5000 A26 C titanic_train NA NA NA NA NA NA NA NA
649 0 3 Willey, Mr. Edward male NA 0 0 S.O./P.P. 751 7.5500 S titanic_train NA NA NA NA Willey, Mr. Edward 0 20 S
650 1 3 Stanley, Miss. Amy Zillah Elsie female 23.00 0 0 CA. 2314 7.5500 S titanic_train NA NA NA NA NA NA NA NA
651 0 3 Mitkoff, Mr. Mito male NA 0 0 349221 7.8958 S titanic_train NA NA NA NA Mitkoff, Mr. Mito 0 23 S
652 1 2 Doling, Miss. Elsie female 18.00 0 1 231919 23.0000 S titanic_train NA NA NA NA NA NA NA NA
653 0 3 Kalvik, Mr. Johannes Halvorsen male 21.00 0 0 8475 8.4333 S titanic_train NA NA NA NA NA NA NA NA
654 1 3 O’Leary, Miss. Hanora “Norah” female NA 0 0 330919 7.8292 Q titanic_train NA NA NA NA O’Leary, Miss. Hanora “Norah” 1 16 Q
655 0 3 Hegarty, Miss. Hanora “Nora” female 18.00 0 0 365226 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
656 0 2 Hickman, Mr. Leonard Mark male 24.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
657 0 3 Radeff, Mr. Alexander male NA 0 0 349223 7.8958 S titanic_train NA NA NA NA Radeff, Mr. Alexander 0 27 S
658 0 3 Bourke, Mrs. John (Catherine) female 32.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
659 0 2 Eitemiller, Mr. George Floyd male 23.00 0 0 29751 13.0000 S titanic_train NA NA NA NA NA NA NA NA
660 0 1 Newell, Mr. Arthur Webster male 58.00 0 2 35273 113.2750 D48 C titanic_train NA NA NA NA NA NA NA NA
661 1 1 Frauenthal, Dr. Henry William male 50.00 2 0 PC 17611 133.6500 S titanic_train NA NA NA NA NA NA NA NA
662 0 3 Badt, Mr. Mohamed male 40.00 0 0 2623 7.2250 C titanic_train NA NA NA NA NA NA NA NA
663 0 1 Colley, Mr. Edward Pomeroy male 47.00 0 0 5727 25.5875 E58 S titanic_train NA NA NA NA NA NA NA NA
664 0 3 Coleff, Mr. Peju male 36.00 0 0 349210 7.4958 S titanic_train NA NA NA NA NA NA NA NA
665 1 3 Lindqvist, Mr. Eino William male 20.00 1 0 STON/O 2. 3101285 7.9250 S titanic_train NA NA NA NA NA NA NA NA
666 0 2 Hickman, Mr. Lewis male 32.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
667 0 2 Butler, Mr. Reginald Fenton male 25.00 0 0 234686 13.0000 S titanic_train NA NA NA NA NA NA NA NA
668 0 3 Rommetvedt, Mr. Knud Paust male NA 0 0 312993 7.7750 S titanic_train NA NA NA NA Rommetvedt, Mr. Knud Paust 0 49 S
669 0 3 Cook, Mr. Jacob male 43.00 0 0 A/5 3536 8.0500 S titanic_train NA NA NA NA NA NA NA NA
670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female NA 1 0 19996 52.0000 C126 S titanic_train NA NA NA NA Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) 1 49 S
671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
672 0 1 Davidson, Mr. Thornton male 31.00 1 0 F.C. 12750 52.0000 B71 S titanic_train NA NA NA NA NA NA NA NA
673 0 2 Mitchell, Mr. Henry Michael male 70.00 0 0 C.A. 24580 10.5000 S titanic_train NA NA NA NA NA NA NA NA
674 1 2 Wilhelms, Mr. Charles male 31.00 0 0 244270 13.0000 S titanic_train NA NA NA NA NA NA NA NA
675 0 2 Watson, Mr. Ennis Hastings male NA 0 0 239856 0.0000 S titanic_train NA NA NA NA Watson, Mr. Ennis Hastings 0 18 S
676 0 3 Edvardsson, Mr. Gustaf Hjalmar male 18.00 0 0 349912 7.7750 S titanic_train NA NA NA NA NA NA NA NA
677 0 3 Sawyer, Mr. Frederick Charles male 24.50 0 0 342826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
678 1 3 Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.8417 S titanic_train NA NA NA NA NA NA NA NA
679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 1 6 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
680 1 1 Cardeza, Mr. Thomas Drake Martinez male 36.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_train NA NA NA NA NA NA NA NA
681 0 3 Peters, Miss. Katie female NA 0 0 330935 8.1375 Q titanic_train NA NA NA NA Peters, Miss. Katie 0 27 Q
682 1 1 Hassab, Mr. Hammad male 27.00 0 0 PC 17572 76.7292 D49 C titanic_train NA NA NA NA NA NA NA NA
683 0 3 Olsvigen, Mr. Thor Anderson male 20.00 0 0 6563 9.2250 S titanic_train NA NA NA NA NA NA NA NA
684 0 3 Goodwin, Mr. Charles Edward male 14.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
685 0 2 Brown, Mr. Thomas William Solomon male 60.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
686 0 2 Laroche, Mr. Joseph Philippe Lemercier male 25.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
687 0 3 Panula, Mr. Jaako Arnold male 14.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
688 0 3 Dakic, Mr. Branko male 19.00 0 0 349228 10.1708 S titanic_train NA NA NA NA NA NA NA NA
689 0 3 Fischer, Mr. Eberhard Thelander male 18.00 0 0 350036 7.7958 S titanic_train NA NA NA NA NA NA NA NA
690 1 1 Madill, Miss. Georgette Alexandra female 15.00 0 1 24160 211.3375 B5 S titanic_train NA NA NA NA NA NA NA NA
691 1 1 Dick, Mr. Albert Adrian male 31.00 1 0 17474 57.0000 B20 S titanic_train NA NA NA NA NA NA NA NA
692 1 3 Karun, Miss. Manca female 4.00 0 1 349256 13.4167 C titanic_train NA NA NA NA NA NA NA NA
693 1 3 Lam, Mr. Ali male NA 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Ali 1 38 S
694 0 3 Saad, Mr. Khalil male 25.00 0 0 2672 7.2250 C titanic_train NA NA NA NA NA NA NA NA
695 0 1 Weir, Col. John male 60.00 0 0 113800 26.5500 S titanic_train NA NA NA NA NA NA NA NA
696 0 2 Chapman, Mr. Charles Henry male 52.00 0 0 248731 13.5000 S titanic_train NA NA NA NA NA NA NA NA
697 0 3 Kelly, Mr. James male 44.00 0 0 363592 8.0500 S titanic_train NA NA NA NA NA NA NA NA
698 1 3 Mullens, Miss. Katherine “Katie” female NA 0 0 35852 7.7333 Q titanic_train NA NA NA NA Mullens, Miss. Katherine “Katie” 1 21 Q
699 0 1 Thayer, Mr. John Borland male 49.00 1 1 17421 110.8833 C68 C titanic_train NA NA NA NA NA NA NA NA
700 0 3 Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.00 0 0 348121 7.6500 F G63 S titanic_train NA NA NA NA NA NA NA NA
701 1 1 Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.00 1 0 PC 17757 227.5250 C62 C64 C titanic_train NA NA NA NA NA NA NA NA
702 1 1 Silverthorne, Mr. Spencer Victor male 35.00 0 0 PC 17475 26.2875 E24 S titanic_train NA NA NA NA NA NA NA NA
703 0 3 Barbara, Miss. Saiide female 18.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
704 0 3 Gallagher, Mr. Martin male 25.00 0 0 36864 7.7417 Q titanic_train NA NA NA NA NA NA NA NA
705 0 3 Hansen, Mr. Henrik Juul male 26.00 1 0 350025 7.8542 S titanic_train NA NA NA NA NA NA NA NA
706 0 2 Morley, Mr. Henry Samuel (“Mr Henry Marshall”) male 39.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
707 1 2 Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.5000 S titanic_train NA NA NA NA NA NA NA NA
708 1 1 Calderhead, Mr. Edward Pennington male 42.00 0 0 PC 17476 26.2875 E24 S titanic_train NA NA NA NA NA NA NA NA
709 1 1 Cleaver, Miss. Alice female 22.00 0 0 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
710 1 3 Moubarek, Master. Halim Gonios (“William George”) male NA 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Halim Gonios (“William George”) 1 4 C
711 1 1 Mayne, Mlle. Berthe Antonine (“Mrs de Villiers”) female 24.00 0 0 PC 17482 49.5042 C90 C titanic_train NA NA NA NA NA NA NA NA
712 0 1 Klaber, Mr. Herman male NA 0 0 113028 26.5500 C124 S titanic_train NA NA NA NA Klaber, Mr. Herman 0 41 S
713 1 1 Taylor, Mr. Elmer Zebley male 48.00 1 0 19996 52.0000 C126 S titanic_train NA NA NA NA NA NA NA NA
714 0 3 Larsson, Mr. August Viktor male 29.00 0 0 7545 9.4833 S titanic_train NA NA NA NA NA NA NA NA
715 0 2 Greenberg, Mr. Samuel male 52.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
716 0 3 Soholt, Mr. Peter Andreas Lauritz Andersen male 19.00 0 0 348124 7.6500 F G73 S titanic_train NA NA NA NA NA NA NA NA
717 1 1 Endres, Miss. Caroline Louise female 38.00 0 0 PC 17757 227.5250 C45 C titanic_train NA NA NA NA NA NA NA NA
718 1 2 Troutt, Miss. Edwina Celia “Winnie” female 27.00 0 0 34218 10.5000 E101 S titanic_train NA NA NA NA NA NA NA NA
719 0 3 McEvoy, Mr. Michael male NA 0 0 36568 15.5000 Q titanic_train NA NA NA NA McEvoy, Mr. Michael 0 20 Q
720 0 3 Johnson, Mr. Malkolm Joackim male 33.00 0 0 347062 7.7750 S titanic_train NA NA NA NA NA NA NA NA
721 1 2 Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
722 0 3 Jensen, Mr. Svend Lauritz male 17.00 1 0 350048 7.0542 S titanic_train NA NA NA NA NA NA NA NA
723 0 2 Gillespie, Mr. William Henry male 34.00 0 0 12233 13.0000 S titanic_train NA NA NA NA NA NA NA NA
724 0 2 Hodges, Mr. Henry Price male 50.00 0 0 250643 13.0000 S titanic_train NA NA NA NA NA NA NA NA
725 1 1 Chambers, Mr. Norman Campbell male 27.00 1 0 113806 53.1000 E8 S titanic_train NA NA NA NA NA NA NA NA
726 0 3 Oreskovic, Mr. Luka male 20.00 0 0 315094 8.6625 S titanic_train NA NA NA NA NA NA NA NA
727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
728 1 3 Mannion, Miss. Margareth female NA 0 0 36866 7.7375 Q titanic_train NA NA NA NA Mannion, Miss. Margareth 1 28 Q
729 0 2 Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 1 0 236853 26.0000 S titanic_train NA NA NA NA NA NA NA NA
730 0 3 Ilmakangas, Miss. Pieta Sofia female 25.00 1 0 STON/O2. 3101271 7.9250 S titanic_train NA NA NA NA NA NA NA NA
731 1 1 Allen, Miss. Elisabeth Walton female 29.00 0 0 24160 211.3375 B5 S titanic_train NA NA NA NA NA NA NA NA
732 0 3 Hassan, Mr. Houssein G N male 11.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
733 0 2 Knight, Mr. Robert J male NA 0 0 239855 0.0000 S titanic_train NA NA NA NA Knight, Mr. Robert J 0 42 S
734 0 2 Berriman, Mr. William John male 23.00 0 0 28425 13.0000 S titanic_train NA NA NA NA NA NA NA NA
735 0 2 Troupiansky, Mr. Moses Aaron male 23.00 0 0 233639 13.0000 S titanic_train NA NA NA NA NA NA NA NA
736 0 3 Williams, Mr. Leslie male 28.50 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
738 1 1 Lesurer, Mr. Gustave J male 35.00 0 0 PC 17755 512.3292 B101 C titanic_train NA NA NA NA NA NA NA NA
739 0 3 Ivanoff, Mr. Kanio male NA 0 0 349201 7.8958 S titanic_train NA NA NA NA Ivanoff, Mr. Kanio 0 20 S
740 0 3 Nankoff, Mr. Minko male NA 0 0 349218 7.8958 S titanic_train NA NA NA NA Nankoff, Mr. Minko 0 32 S
741 1 1 Hawksford, Mr. Walter James male NA 0 0 16988 30.0000 D45 S titanic_train NA NA NA NA Hawksford, Mr. Walter James 1 42 S
742 0 1 Cavendish, Mr. Tyrell William male 36.00 1 0 19877 78.8500 C46 S titanic_train NA NA NA NA NA NA NA NA
743 1 1 Ryerson, Miss. Susan Parker “Suzette” female 21.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_train NA NA NA NA NA NA NA NA
744 0 3 McNamee, Mr. Neal male 24.00 1 0 376566 16.1000 S titanic_train NA NA NA NA NA NA NA NA
745 1 3 Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.9250 S titanic_train NA NA NA NA NA NA NA NA
746 0 1 Crosby, Capt. Edward Gifford male 70.00 1 1 WE/P 5735 71.0000 B22 S titanic_train NA NA NA NA NA NA NA NA
747 0 3 Abbott, Mr. Rossmore Edward male 16.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
748 1 2 Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.0000 S titanic_train NA NA NA NA NA NA NA NA
749 0 1 Marvin, Mr. Daniel Warner male 19.00 1 0 113773 53.1000 D30 S titanic_train NA NA NA NA NA NA NA NA
750 0 3 Connaghton, Mr. Michael male 31.00 0 0 335097 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
751 1 2 Wells, Miss. Joan female 4.00 1 1 29103 23.0000 S titanic_train NA NA NA NA NA NA NA NA
752 1 3 Moor, Master. Meier male 6.00 0 1 392096 12.4750 E121 S titanic_train NA NA NA NA NA NA NA NA
753 0 3 Vande Velde, Mr. Johannes Joseph male 33.00 0 0 345780 9.5000 S titanic_train NA NA NA NA NA NA NA NA
754 0 3 Jonkoff, Mr. Lalio male 23.00 0 0 349204 7.8958 S titanic_train NA NA NA NA NA NA NA NA
755 1 2 Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
757 0 3 Carlsson, Mr. August Sigfrid male 28.00 0 0 350042 7.7958 S titanic_train NA NA NA NA NA NA NA NA
758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.5000 S titanic_train NA NA NA NA NA NA NA NA
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.0500 S titanic_train NA NA NA NA NA NA NA NA
760 1 1 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.5000 B77 S titanic_train NA NA NA NA NA NA NA NA
761 0 3 Garfirth, Mr. John male NA 0 0 358585 14.5000 S titanic_train NA NA NA NA Garfirth, Mr. John 0 22 S
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.1250 S titanic_train NA NA NA NA NA NA NA NA
763 1 3 Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C titanic_train NA NA NA NA NA NA NA NA
764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.7750 S titanic_train NA NA NA NA NA NA NA NA
766 1 1 Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.9583 D11 S titanic_train NA NA NA NA NA NA NA NA
767 0 1 Brewe, Dr. Arthur Jackson male NA 0 0 112379 39.6000 C titanic_train NA NA NA NA Brewe, Dr. Arthur Jackson 0 45 C
768 0 3 Mangan, Miss. Mary female 30.50 0 0 364850 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
769 0 3 Moran, Mr. Daniel J male NA 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Mr. Daniel J 0 28 Q
770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.3625 S titanic_train NA NA NA NA NA NA NA NA
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.5000 S titanic_train NA NA NA NA NA NA NA NA
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.8542 S titanic_train NA NA NA NA NA NA NA NA
773 0 2 Mack, Mrs. (Mary) female 57.00 0 0 S.O./P.P. 3 10.5000 E77 S titanic_train NA NA NA NA NA NA NA NA
774 0 3 Elias, Mr. Dibo male NA 0 0 2674 7.2250 C titanic_train NA NA NA NA Elias, Mr. Dibo 0 29 C
775 1 2 Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.0000 S titanic_train NA NA NA NA NA NA NA NA
776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.7500 S titanic_train NA NA NA NA NA NA NA NA
777 0 3 Tobin, Mr. Roger male NA 0 0 383121 7.7500 F38 Q titanic_train NA NA NA NA Tobin, Mr. Roger 0 20 Q
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S titanic_train NA NA NA NA NA NA NA NA
779 0 3 Kilgannon, Mr. Thomas J male NA 0 0 36865 7.7375 Q titanic_train NA NA NA NA Kilgannon, Mr. Thomas J 0 21 Q
780 1 1 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.3375 B3 S titanic_train NA NA NA NA NA NA NA NA
781 1 3 Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C titanic_train NA NA NA NA NA NA NA NA
782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.0000 B20 S titanic_train NA NA NA NA NA NA NA NA
783 0 1 Long, Mr. Milton Clyde male 29.00 0 0 113501 30.0000 D6 S titanic_train NA NA NA NA NA NA NA NA
784 0 3 Johnston, Mr. Andrew G male NA 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Mr. Andrew G 0 35 S
785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S titanic_train NA NA NA NA NA NA NA NA
786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.00 0 0 374887 7.2500 S titanic_train NA NA NA NA NA NA NA NA
787 1 3 Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.4958 S titanic_train NA NA NA NA NA NA NA NA
788 0 3 Rice, Master. George Hugh male 8.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
789 1 3 Dean, Master. Bertram Vere male 1.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
790 0 1 Guggenheim, Mr. Benjamin male 46.00 0 0 PC 17593 79.2000 B82 B84 C titanic_train NA NA NA NA NA NA NA NA
791 0 3 Keane, Mr. Andrew “Andy” male NA 0 0 12460 7.7500 Q titanic_train NA NA NA NA Keane, Mr. Andrew “Andy” 0 23 Q
792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
793 0 3 Sage, Miss. Stella Anna female NA 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Stella Anna 0 20 S
794 0 1 Hoyt, Mr. William Fisher male NA 0 0 PC 17600 30.6958 C titanic_train NA NA NA NA Hoyt, Mr. William Fisher 0 43 C
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.8958 S titanic_train NA NA NA NA NA NA NA NA
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.0000 S titanic_train NA NA NA NA NA NA NA NA
797 1 1 Leader, Dr. Alice (Farnham) female 49.00 0 0 17465 25.9292 D17 S titanic_train NA NA NA NA NA NA NA NA
798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S titanic_train NA NA NA NA NA NA NA NA
799 0 3 Ibrahim Shawah, Mr. Yousseff male 30.00 0 0 2685 7.2292 C titanic_train NA NA NA NA NA NA NA NA
800 0 3 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
803 1 1 Carter, Master. William Thornton II male 11.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
804 1 3 Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C titanic_train NA NA NA NA NA NA NA NA
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S titanic_train NA NA NA NA NA NA NA NA
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.7750 S titanic_train NA NA NA NA NA NA NA NA
807 0 1 Andrews, Mr. Thomas Jr male 39.00 0 0 112050 0.0000 A36 S titanic_train NA NA NA NA NA NA NA NA
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.7750 S titanic_train NA NA NA NA NA NA NA NA
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.0000 S titanic_train NA NA NA NA NA NA NA NA
810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.1000 E8 S titanic_train NA NA NA NA NA NA NA NA
811 0 3 Alexander, Mr. William male 26.00 0 0 3474 7.8875 S titanic_train NA NA NA NA NA NA NA NA
812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.5000 S titanic_train NA NA NA NA NA NA NA NA
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.0500 S titanic_train NA NA NA NA NA NA NA NA
816 0 1 Fry, Mr. Richard male NA 0 0 112058 0.0000 B102 S titanic_train NA NA NA NA Fry, Mr. Richard 0 39 S
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.9250 S titanic_train NA NA NA NA NA NA NA NA
818 0 2 Mallet, Mr. Albert male 31.00 1 1 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.4500 S titanic_train NA NA NA NA NA NA NA NA
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
821 1 1 Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 1 1 12749 93.5000 B69 S titanic_train NA NA NA NA NA NA NA NA
822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S titanic_train NA NA NA NA NA NA NA NA
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.0000 S titanic_train NA NA NA NA NA NA NA NA
824 1 3 Moor, Mrs. (Beila) female 27.00 0 1 392096 12.4750 E121 S titanic_train NA NA NA NA NA NA NA NA
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
826 0 3 Flynn, Mr. John male NA 0 0 368323 6.9500 Q titanic_train NA NA NA NA Flynn, Mr. John 0 48 Q
827 0 3 Lam, Mr. Len male NA 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Len 0 23 S
828 1 2 Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
829 1 3 McCormack, Mr. Thomas Joseph male NA 0 0 367228 7.7500 Q titanic_train NA NA NA NA McCormack, Mr. Thomas Joseph 1 19 Q
830 1 1 Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 B28 titanic_train NA NA NA NA Stone, Mrs. George Nelson (Martha Evelyn) 1 61 S
831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
833 0 3 Saad, Mr. Amin male NA 0 0 2671 7.2292 C titanic_train NA NA NA NA Saad, Mr. Amin 0 30 C
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.8542 S titanic_train NA NA NA NA NA NA NA NA
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.3000 S titanic_train NA NA NA NA NA NA NA NA
836 1 1 Compton, Miss. Sara Rebecca female 39.00 1 1 PC 17756 83.1583 E49 C titanic_train NA NA NA NA NA NA NA NA
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.6625 S titanic_train NA NA NA NA NA NA NA NA
838 0 3 Sirota, Mr. Maurice male NA 0 0 392092 8.0500 S titanic_train NA NA NA NA Sirota, Mr. Maurice 0 19 S
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
840 1 1 Marechal, Mr. Pierre male NA 0 0 11774 29.7000 C47 C titanic_train NA NA NA NA Marechal, Mr. Pierre 1 29 C
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.9250 S titanic_train NA NA NA NA NA NA NA NA
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.5000 S titanic_train NA NA NA NA NA NA NA NA
843 1 1 Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C titanic_train NA NA NA NA NA NA NA NA
844 0 3 Lemberopolous, Mr. Peter L male 34.50 0 0 2683 6.4375 C titanic_train NA NA NA NA NA NA NA NA
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.6625 S titanic_train NA NA NA NA NA NA NA NA
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.5500 S titanic_train NA NA NA NA NA NA NA NA
847 0 3 Sage, Mr. Douglas Bullen male NA 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. Douglas Bullen 0 18 S
848 0 3 Markoff, Mr. Marin male 35.00 0 0 349213 7.8958 C titanic_train NA NA NA NA NA NA NA NA
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female NA 1 0 17453 89.1042 C92 C titanic_train NA NA NA NA Goldenberg, Mrs. Samuel L (Edwiga Grabowska) 1 46 C
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.7750 S titanic_train NA NA NA NA NA NA NA NA
853 0 3 Boulos, Miss. Nourelain female 9.00 1 1 2678 15.2458 C titanic_train NA NA NA NA NA NA NA NA
854 1 1 Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.4000 D28 S titanic_train NA NA NA NA NA NA NA NA
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S titanic_train NA NA NA NA NA NA NA NA
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S titanic_train NA NA NA NA NA NA NA NA
858 1 1 Daly, Mr. Peter Denis male 51.00 0 0 113055 26.5500 E17 S titanic_train NA NA NA NA NA NA NA NA
859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
860 0 3 Razi, Mr. Raihed male NA 0 0 2629 7.2292 C titanic_train NA NA NA NA Razi, Mr. Raihed 0 32 C
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.1083 S titanic_train NA NA NA NA NA NA NA NA
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.5000 S titanic_train NA NA NA NA NA NA NA NA
863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.9292 D17 S titanic_train NA NA NA NA NA NA NA NA
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female NA 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Dorothy Edith “Dolly” 0 14 S
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.0000 S titanic_train NA NA NA NA NA NA NA NA
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S titanic_train NA NA NA NA NA NA NA NA
867 1 2 Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C titanic_train NA NA NA NA NA NA NA NA
868 0 1 Roebling, Mr. Washington Augustus II male 31.00 0 0 PC 17590 50.4958 A24 S titanic_train NA NA NA NA NA NA NA NA
869 0 3 van Melkebeke, Mr. Philemon male NA 0 0 345777 9.5000 S titanic_train NA NA NA NA van Melkebeke, Mr. Philemon 0 23 S
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.8958 S titanic_train NA NA NA NA NA NA NA NA
872 1 1 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.5542 D35 S titanic_train NA NA NA NA NA NA NA NA
873 0 1 Carlsson, Mr. Frans Olof male 33.00 0 0 695 5.0000 B51 B53 B55 S titanic_train NA NA NA NA NA NA NA NA
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.0000 S titanic_train NA NA NA NA NA NA NA NA
875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
876 1 3 Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C titanic_train NA NA NA NA NA NA NA NA
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.8458 S titanic_train NA NA NA NA NA NA NA NA
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.8958 S titanic_train NA NA NA NA NA NA NA NA
879 0 3 Laleff, Mr. Kristo male NA 0 0 349217 7.8958 S titanic_train NA NA NA NA Laleff, Mr. Kristo 0 23 S
880 1 1 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 0 1 11767 83.1583 C50 C titanic_train NA NA NA NA NA NA NA NA
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.8958 S titanic_train NA NA NA NA NA NA NA NA
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.5167 S titanic_train NA NA NA NA NA NA NA NA
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.5000 S titanic_train NA NA NA NA NA NA NA NA
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.0500 S titanic_train NA NA NA NA NA NA NA NA
886 0 3 Rice, Mrs. William (Margaret Norton) female 39.00 0 5 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.0000 S titanic_train NA NA NA NA NA NA NA NA
888 1 1 Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.0000 B42 S titanic_train NA NA NA NA NA NA NA NA
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female NA 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Miss. Catherine Helen “Carrie” 0 7 S
890 1 1 Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C148 C titanic_train NA NA NA NA NA NA NA NA
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
892 NA 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test Kelly, Mr. James 0 34.50 7.8292 NA NA NA NA
893 NA 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test Wilkes, Mrs. James (Ellen Needs) 1 47.00 7.0000 NA NA NA NA
894 NA 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test Myles, Mr. Thomas Francis 0 62.00 9.6875 NA NA NA NA
895 NA 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test Wirz, Mr. Albert 0 27.00 8.6625 NA NA NA NA
896 NA 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test Hirvonen, Mrs. Alexander (Helga E Lindqvist) 1 22.00 12.2875 NA NA NA NA
897 NA 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test Svensson, Mr. Johan Cervin 1 14.00 9.2250 NA NA NA NA
898 NA 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test Connolly, Miss. Kate 1 30.00 7.6292 NA NA NA NA
899 NA 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test Caldwell, Mr. Albert Francis 1 26.00 29.0000 NA NA NA NA
900 NA 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test Abrahim, Mrs. Joseph (Sophie Halaut Easu) 1 18.00 7.2292 NA NA NA NA
901 NA 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test Davies, Mr. John Samuel 0 21.00 24.1500 NA NA NA NA
902 NA 3 Ilieff, Mr. Ylio male NA 0 0 349220 7.8958 S titanic_test Ilieff, Mr. Ylio 0 32.00 7.8958 NA NA NA NA
903 NA 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test Jones, Mr. Charles Cresson 0 46.00 26.0000 NA NA NA NA
904 NA 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 B45 S titanic_test Snyder, Mrs. John Pillsbury (Nelle Stevenson) 1 23.00 82.2667 NA NA NA NA
905 NA 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test Howard, Mr. Benjamin 0 63.00 26.0000 NA NA NA NA
906 NA 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_test Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) 1 47.00 61.1750 NA NA NA NA
907 NA 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test del Carlo, Mrs. Sebastiano (Argenia Genovesi) 1 24.00 27.7208 NA NA NA NA
908 NA 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test Keane, Mr. Daniel 0 35.00 12.3500 NA NA NA NA
909 NA 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test Assaf, Mr. Gerios 0 21.00 7.2250 NA NA NA NA
910 NA 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test Ilmakangas, Miss. Ida Livija 0 27.00 7.9250 NA NA NA NA
911 NA 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test Assaf Khalil, Mrs. Mariana (Miriam”)” 1 45.00 7.2250 NA NA NA NA
912 NA 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test Rothschild, Mr. Martin 0 55.00 59.4000 NA NA NA NA
913 NA 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test Olsen, Master. Artur Karl 1 9.00 3.1708 NA NA NA NA
914 NA 1 Flegenheim, Mrs. Alfred (Antoinette) female NA 0 0 PC 17598 31.6833 S titanic_test Flegenheim, Mrs. Alfred (Antoinette) 1 48.00 31.6833 NA NA NA NA
915 NA 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test Williams, Mr. Richard Norris II 1 21.00 61.3792 NA NA NA NA
916 NA 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test Ryerson, Mrs. Arthur Larned (Emily Maria Borie) 1 48.00 262.3750 NA NA NA NA
917 NA 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test Robins, Mr. Alexander A 0 50.00 14.5000 NA NA NA NA
918 NA 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 B36 C titanic_test Ostby, Miss. Helene Ragnhild 1 22.00 61.9792 NA NA NA NA
919 NA 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test Daher, Mr. Shedid 0 22.50 7.2250 NA NA NA NA
920 NA 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 A21 S titanic_test Brady, Mr. John Bertram 0 41.00 30.5000 NA NA NA NA
921 NA 3 Samaan, Mr. Elias male NA 2 0 2662 21.6792 C titanic_test Samaan, Mr. Elias 0 17.00 21.6792 NA NA NA NA
922 NA 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test Louch, Mr. Charles Alexander 0 50.00 26.0000 NA NA NA NA
923 NA 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Clifford Thomas 0 24.00 31.5000 NA NA NA NA
924 NA 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test Dean, Mrs. Bertram (Eva Georgetta Light) 1 33.00 20.5750 NA NA NA NA
925 NA 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female NA 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” 0 36.00 23.4500 NA NA NA NA
926 NA 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C78 C titanic_test Mock, Mr. Philipp Edmund 1 30.00 57.7500 NA NA NA NA
927 NA 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test Katavelas, Mr. Vassilios (Catavelas Vassilios”)” 0 18.50 7.2292 NA NA NA NA
928 NA 3 Roth, Miss. Sarah A female NA 0 0 342712 8.0500 S titanic_test Roth, Miss. Sarah A 1 26.00 8.0500 NA NA NA NA
929 NA 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test Cacic, Miss. Manda 0 21.00 8.6625 NA NA NA NA
930 NA 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test Sap, Mr. Julius 1 25.00 9.5000 NA NA NA NA
931 NA 3 Hee, Mr. Ling male NA 0 0 1601 56.4958 S titanic_test Hee, Mr. Ling 1 24.00 56.4958 NA NA NA NA
932 NA 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test Karun, Mr. Franz 1 39.00 13.4167 NA NA NA NA
933 NA 1 Franklin, Mr. Thomas Parham male NA 0 0 113778 26.5500 D34 S titanic_test Franklin, Mr. Thomas Parham 0 37.00 26.5500 NA NA NA NA
934 NA 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test Goldsmith, Mr. Nathan 0 41.00 7.8500 NA NA NA NA
935 NA 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test Corbett, Mrs. Walter H (Irene Colvin) 0 30.00 13.0000 NA NA NA NA
936 NA 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 D19 S titanic_test Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) 1 45.00 52.5542 NA NA NA NA
937 NA 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test Peltomaki, Mr. Nikolai Johannes 0 25.00 7.9250 NA NA NA NA
938 NA 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 A9 C titanic_test Chevre, Mr. Paul Romaine 1 45.00 29.7000 NA NA NA NA
939 NA 3 Shaughnessy, Mr. Patrick male NA 0 0 370374 7.7500 Q titanic_test Shaughnessy, Mr. Patrick 0 25.00 7.7500 NA NA NA NA
940 NA 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 D15 C titanic_test Bucknell, Mrs. William Robert (Emma Eliza Ward) 1 60.00 76.2917 NA NA NA NA
941 NA 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test Coutts, Mrs. William (Winnie Minnie” Treanor)” 1 36.00 15.9000 NA NA NA NA
942 NA 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 C31 S titanic_test Smith, Mr. Lucien Philip 0 24.00 60.0000 NA NA NA NA
943 NA 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test Pulbaum, Mr. Franz 0 27.00 15.0333 NA NA NA NA
944 NA 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test Hocking, Miss. Ellen Nellie”” 1 20.00 23.0000 NA NA NA NA
945 NA 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 C23 C25 C27 S titanic_test Fortune, Miss. Ethel Flora 1 28.00 263.0000 NA NA NA NA
946 NA 2 Mangiavacchi, Mr. Serafino Emilio male NA 0 0 SC/A.3 2861 15.5792 C titanic_test Mangiavacchi, Mr. Serafino Emilio 0 47.00 15.5792 NA NA NA NA
947 NA 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test Rice, Master. Albert 0 10.00 29.1250 NA NA NA NA
948 NA 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test Cor, Mr. Bartol 0 35.00 7.8958 NA NA NA NA
949 NA 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 F G63 S titanic_test Abelseth, Mr. Olaus Jorgensen 1 25.00 7.6500 NA NA NA NA
950 NA 3 Davison, Mr. Thomas Henry male NA 1 0 386525 16.1000 S titanic_test Davison, Mr. Thomas Henry 0 32.00 16.1000 NA NA NA NA
951 NA 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 B61 C titanic_test Chaudanson, Miss. Victorine 1 36.00 262.3750 NA NA NA NA
952 NA 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test Dika, Mr. Mirko 0 17.00 7.8958 NA NA NA NA
953 NA 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test McCrae, Mr. Arthur Gordon 0 32.00 13.5000 NA NA NA NA
954 NA 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test Bjorklund, Mr. Ernst Herbert 0 18.00 7.7500 NA NA NA NA
955 NA 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test Bradley, Miss. Bridget Delia 1 22.00 7.7250 NA NA NA NA
956 NA 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test Ryerson, Master. John Borie 1 13.00 262.3750 NA NA NA NA
957 NA 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female NA 0 0 F.C.C. 13534 21.0000 S titanic_test Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) 0 32.00 21.0000 NA NA NA NA
958 NA 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test Burns, Miss. Mary Delia 1 18.00 7.8792 NA NA NA NA
959 NA 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test Moore, Mr. Clarence Bloomfield 0 47.00 42.4000 NA NA NA NA
960 NA 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C53 C titanic_test Tucker, Mr. Gilbert Milligan Jr 1 31.00 28.5375 NA NA NA NA
961 NA 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 C23 C25 C27 S titanic_test Fortune, Mrs. Mark (Mary McDougald) 1 60.00 263.0000 NA NA NA NA
962 NA 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test Mulvihill, Miss. Bertha E 1 24.00 7.7500 NA NA NA NA
963 NA 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test Minkoff, Mr. Lazar 0 21.00 7.8958 NA NA NA NA
964 NA 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test Nieminen, Miss. Manta Josefina 0 29.00 7.9250 NA NA NA NA
965 NA 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 D43 C titanic_test Ovies y Rodriguez, Mr. Servando 0 28.50 27.7208 NA NA NA NA
966 NA 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C130 C titanic_test Geiger, Miss. Amalie 1 35.00 211.5000 NA NA NA NA
967 NA 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C132 C titanic_test Keeping, Mr. Edwin 0 32.50 211.5000 NA NA NA NA
968 NA 3 Miles, Mr. Frank male NA 0 0 359306 8.0500 S titanic_test Miles, Mr. Frank 0 23.00 8.0500 NA NA NA NA
969 NA 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 C101 S titanic_test Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) 1 55.00 25.7000 NA NA NA NA
970 NA 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test Aldworth, Mr. Charles Augustus 0 30.00 13.0000 NA NA NA NA
971 NA 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test Doyle, Miss. Elizabeth 0 24.00 7.7500 NA NA NA NA
972 NA 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test Boulos, Master. Akar 0 6.00 15.2458 NA NA NA NA
973 NA 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test Straus, Mr. Isidor 0 67.00 221.7792 NA NA NA NA
974 NA 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test Case, Mr. Howard Brown 0 49.00 26.0000 NA NA NA NA
975 NA 3 Demetri, Mr. Marinko male NA 0 0 349238 7.8958 S titanic_test Demetri, Mr. Marinko 0 23.00 7.8958 NA NA NA NA
976 NA 2 Lamb, Mr. John Joseph male NA 0 0 240261 10.7083 Q titanic_test Lamb, Mr. John Joseph 0 31.00 10.7083 NA NA NA NA
977 NA 3 Khalil, Mr. Betros male NA 1 0 2660 14.4542 C titanic_test Khalil, Mr. Betros 0 25.00 14.4542 NA NA NA NA
978 NA 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test Barry, Miss. Julia 0 27.00 7.8792 NA NA NA NA
979 NA 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test Badman, Miss. Emily Louisa 1 18.00 8.0500 NA NA NA NA
980 NA 3 O’Donoghue, Ms. Bridget female NA 0 0 364856 7.7500 Q titanic_test O’Donoghue, Ms. Bridget 1 21.00 7.7500 NA NA NA NA
981 NA 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test Wells, Master. Ralph Lester 1 2.00 23.0000 NA NA NA NA
982 NA 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) 1 22.00 13.9000 NA NA NA NA
983 NA 3 Pedersen, Mr. Olaf male NA 0 0 345498 7.7750 S titanic_test Pedersen, Mr. Olaf 0 28.00 7.7750 NA NA NA NA
984 NA 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 B71 S titanic_test Davidson, Mrs. Thornton (Orian Hays) 0 27.00 52.0000 NA NA NA NA
985 NA 3 Guest, Mr. Robert male NA 0 0 376563 8.0500 S titanic_test Guest, Mr. Robert 0 22.00 8.0500 NA NA NA NA
986 NA 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test Birnbaum, Mr. Jakob 0 25.00 26.0000 NA NA NA NA
987 NA 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test Tenglin, Mr. Gunnar Isidor 1 25.00 7.7958 NA NA NA NA
988 NA 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 C46 S titanic_test Cavendish, Mrs. Tyrell William (Julia Florence Siegel) 1 76.00 78.8500 NA NA NA NA
989 NA 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test Makinen, Mr. Kalle Edvard 0 29.00 7.9250 NA NA NA NA
990 NA 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test Braf, Miss. Elin Ester Maria 0 20.00 7.8542 NA NA NA NA
991 NA 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test Nancarrow, Mr. William Henry 0 33.00 8.0500 NA NA NA NA
992 NA 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C116 C titanic_test Stengel, Mrs. Charles Emil Henry (Annie May Morris) 1 43.00 55.4417 NA NA NA NA
993 NA 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test Weisz, Mr. Leopold 0 27.00 26.0000 NA NA NA NA
994 NA 3 Foley, Mr. William male NA 0 0 365235 7.7500 Q titanic_test Foley, Mr. William 0 20.00 7.7500 NA NA NA NA
995 NA 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test Johansson Palmquist, Mr. Oskar Leander 1 26.00 7.7750 NA NA NA NA
996 NA 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test Thomas, Mrs. Alexander (Thamine Thelma”)” 1 16.00 8.5167 NA NA NA NA
997 NA 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test Holthen, Mr. Johan Martin 0 28.00 22.5250 NA NA NA NA
998 NA 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test Buckley, Mr. Daniel 1 21.00 7.8208 NA NA NA NA
999 NA 3 Ryan, Mr. Edward male NA 0 0 383162 7.7500 Q titanic_test Ryan, Mr. Edward 1 24.00 7.7500 NA NA NA NA
1000 NA 3 Willer, Mr. Aaron (Abi Weller”)” male NA 0 0 3410 8.7125 S titanic_test Willer, Mr. Aaron (Abi Weller”)” 0 37.00 8.7125 NA NA NA NA
1001 NA 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 F S titanic_test Swane, Mr. George 0 18.50 13.0000 NA NA NA NA
1002 NA 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test Stanton, Mr. Samuel Ward 0 41.00 15.0458 NA NA NA NA
1003 NA 3 Shine, Miss. Ellen Natalia female NA 0 0 330968 7.7792 Q titanic_test Shine, Miss. Ellen Natalia 1 20.00 7.7792 NA NA NA NA
1004 NA 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 A29 C titanic_test Evans, Miss. Edith Corse 0 36.00 31.6792 NA NA NA NA
1005 NA 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test Buckley, Miss. Katherine 1 18.50 7.2833 NA NA NA NA
1006 NA 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test Straus, Mrs. Isidor (Rosalie Ida Blun) 0 63.00 221.7792 NA NA NA NA
1007 NA 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test Chronopoulos, Mr. Demetrios 0 18.00 14.4542 NA NA NA NA
1008 NA 3 Thomas, Mr. John male NA 0 0 2681 6.4375 C titanic_test Thomas, Mr. John 0 34.00 6.4375 NA NA NA NA
1009 NA 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 G6 S titanic_test Sandstrom, Miss. Beatrice Irene 1 1.00 16.7000 NA NA NA NA
1010 NA 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C6 C titanic_test Beattie, Mr. Thomson 0 36.00 75.2417 NA NA NA NA
1011 NA 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test Chapman, Mrs. John Henry (Sara Elizabeth Lawry) 0 29.00 26.0000 NA NA NA NA
1012 NA 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test Watt, Miss. Bertha J 1 12.00 15.7500 NA NA NA NA
1013 NA 3 Kiernan, Mr. John male NA 1 0 367227 7.7500 Q titanic_test Kiernan, Mr. John 0 26.00 7.7500 NA NA NA NA
1014 NA 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C28 C titanic_test Schabert, Mrs. Paul (Emma Mock) 1 35.00 57.7500 NA NA NA NA
1015 NA 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test Carver, Mr. Alfred John 0 28.00 7.2500 NA NA NA NA
1016 NA 3 Kennedy, Mr. John male NA 0 0 368783 7.7500 Q titanic_test Kennedy, Mr. John 0 24.00 7.7500 NA NA NA NA
1017 NA 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test Cribb, Miss. Laura Alice 1 17.00 16.1000 NA NA NA NA
1018 NA 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test Brobeck, Mr. Karl Rudolf 0 22.00 7.7958 NA NA NA NA
1019 NA 3 McCoy, Miss. Alicia female NA 2 0 367226 23.2500 Q titanic_test McCoy, Miss. Alicia 1 26.00 23.2500 NA NA NA NA
1020 NA 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test Bowenur, Mr. Solomon 0 42.00 13.0000 NA NA NA NA
1021 NA 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test Petersen, Mr. Marius 0 24.00 8.0500 NA NA NA NA
1022 NA 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test Spinner, Mr. Henry John 0 32.00 8.0500 NA NA NA NA
1023 NA 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C51 C titanic_test Gracie, Col. Archibald IV 1 53.00 28.5000 NA NA NA NA
1024 NA 3 Lefebre, Mrs. Frank (Frances) female NA 0 4 4133 25.4667 S titanic_test Lefebre, Mrs. Frank (Frances) 0 28.00 25.4667 NA NA NA NA
1025 NA 3 Thomas, Mr. Charles P male NA 1 0 2621 6.4375 C titanic_test Thomas, Mr. Charles P 0 20.00 6.4375 NA NA NA NA
1026 NA 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test Dintcheff, Mr. Valtcho 0 43.00 7.8958 NA NA NA NA
1027 NA 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test Carlsson, Mr. Carl Robert 0 24.00 7.8542 NA NA NA NA
1028 NA 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test Zakarian, Mr. Mapriededer 0 26.50 7.2250 NA NA NA NA
1029 NA 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test Schmidt, Mr. August 0 26.00 13.0000 NA NA NA NA
1030 NA 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test Drapkin, Miss. Jennie 1 23.00 8.0500 NA NA NA NA
1031 NA 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test Goodwin, Mr. Charles Frederick 0 40.00 46.9000 NA NA NA NA
1032 NA 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test Goodwin, Miss. Jessie Allis 0 10.00 46.9000 NA NA NA NA
1033 NA 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test Daniels, Miss. Sarah 1 33.00 151.5500 NA NA NA NA
1034 NA 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test Ryerson, Mr. Arthur Larned 0 61.00 262.3750 NA NA NA NA
1035 NA 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test Beauchamp, Mr. Henry James 0 28.00 26.0000 NA NA NA NA
1036 NA 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” 0 42.00 26.5500 NA NA NA NA
1037 NA 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test Vander Planke, Mr. Julius 0 31.00 18.0000 NA NA NA NA
1038 NA 1 Hilliard, Mr. Herbert Henry male NA 0 0 17463 51.8625 E46 S titanic_test Hilliard, Mr. Herbert Henry 0 44.00 51.8625 NA NA NA NA
1039 NA 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test Davies, Mr. Evan 0 22.00 8.0500 NA NA NA NA
1040 NA 1 Crafton, Mr. John Bertram male NA 0 0 113791 26.5500 S titanic_test Crafton, Mr. John Bertram 0 58.00 26.5500 NA NA NA NA
1041 NA 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test Lahtinen, Rev. William 0 30.00 26.0000 NA NA NA NA
1042 NA 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C54 C titanic_test Earnshaw, Mrs. Boulton (Olive Potter) 1 23.00 83.1583 NA NA NA NA
1043 NA 3 Matinoff, Mr. Nicola male NA 0 0 349255 7.8958 C titanic_test Matinoff, Mr. Nicola 0 30.00 7.8958 NA NA NA NA
1044 NA 3 Storey, Mr. Thomas male 60.50 0 0 3701 NA S titanic_test Storey, Mr. Thomas 0 60.50 7.2500 NA NA NA NA
1045 NA 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) 0 36.00 12.1833 NA NA NA NA
1046 NA 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Filip Oscar 0 13.00 31.3875 NA NA NA NA
1047 NA 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test Duquemin, Mr. Joseph 1 24.00 7.5500 NA NA NA NA
1048 NA 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 C97 S titanic_test Bird, Miss. Ellen 1 29.00 221.7792 NA NA NA NA
1049 NA 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test Lundin, Miss. Olga Elida 1 23.00 7.8542 NA NA NA NA
1050 NA 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 D22 S titanic_test Borebank, Mr. John James 0 42.00 26.5500 NA NA NA NA
1051 NA 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Mrs. Benjamin (Edith Nile) 0 26.00 13.7750 NA NA NA NA
1052 NA 3 Smyth, Miss. Julia female NA 0 0 335432 7.7333 Q titanic_test Smyth, Miss. Julia 1 18.00 7.7333 NA NA NA NA
1053 NA 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test Touma, Master. Georges Youssef 1 7.00 15.2458 NA NA NA NA
1054 NA 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test Wright, Miss. Marion 1 26.00 13.5000 NA NA NA NA
1055 NA 3 Pearce, Mr. Ernest male NA 0 0 343271 7.0000 S titanic_test Pearce, Mr. Ernest 0 31.00 7.0000 NA NA NA NA
1056 NA 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test Peruschitz, Rev. Joseph Maria 0 41.00 13.0000 NA NA NA NA
1057 NA 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test Kink-Heilmann, Mrs. Anton (Luise Heilmann) 1 26.00 22.0250 NA NA NA NA
1058 NA 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 B10 C titanic_test Brandeis, Mr. Emil 0 48.00 50.4958 NA NA NA NA
1059 NA 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test Ford, Mr. Edward Watson 0 18.00 34.3750 NA NA NA NA
1060 NA 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female NA 0 0 17770 27.7208 C titanic_test Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) 1 36.00 27.7208 NA NA NA NA
1061 NA 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test Hellstrom, Miss. Hilda Maria 1 22.00 8.9625 NA NA NA NA
1062 NA 3 Lithman, Mr. Simon male NA 0 0 S.O./P.P. 251 7.5500 S titanic_test Lithman, Mr. Simon 0 27.00 7.5500 NA NA NA NA
1063 NA 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test Zakarian, Mr. Ortin 0 27.00 7.2250 NA NA NA NA
1064 NA 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test Dyker, Mr. Adolf Fredrik 0 23.00 13.9000 NA NA NA NA
1065 NA 3 Torfa, Mr. Assad male NA 0 0 2673 7.2292 C titanic_test Torfa, Mr. Assad 0 20.00 7.2292 NA NA NA NA
1066 NA 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test Asplund, Mr. Carl Oscar Vilhelm Gustafsson 0 40.00 31.3875 NA NA NA NA
1067 NA 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test Brown, Miss. Edith Eileen 1 15.00 39.0000 NA NA NA NA
1068 NA 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test Sincock, Miss. Maude 1 20.00 36.7500 NA NA NA NA
1069 NA 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C116 C titanic_test Stengel, Mr. Charles Emil Henry 1 54.00 55.4417 NA NA NA NA
1070 NA 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 F4 S titanic_test Becker, Mrs. Allen Oliver (Nellie E Baumgardner) 1 36.00 39.0000 NA NA NA NA
1071 NA 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 E45 C titanic_test Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) 1 64.00 83.1583 NA NA NA NA
1072 NA 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test McCrie, Mr. James Matthew 0 30.00 13.0000 NA NA NA NA
1073 NA 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 E52 C titanic_test Compton, Mr. Alexander Taylor Jr 0 37.00 83.1583 NA NA NA NA
1074 NA 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 D30 S titanic_test Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) 1 18.00 53.1000 NA NA NA NA
1075 NA 3 Lane, Mr. Patrick male NA 0 0 7935 7.7500 Q titanic_test Lane, Mr. Patrick 0 16.00 7.7500 NA NA NA NA
1076 NA 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 B58 B60 C titanic_test Douglas, Mrs. Frederick Charles (Mary Helene Baxter) 1 27.00 247.5208 NA NA NA NA
1077 NA 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test Maybery, Mr. Frank Hubert 0 40.00 16.0000 NA NA NA NA
1078 NA 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Miss. Alice Frances Louisa 1 21.00 21.0000 NA NA NA NA
1079 NA 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test Davies, Mr. Joseph 0 17.00 8.0500 NA NA NA NA
1080 NA 3 Sage, Miss. Ada female NA 8 2 CA. 2343 69.5500 S titanic_test Sage, Miss. Ada 0 10.00 69.5500 NA NA NA NA
1081 NA 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test Veal, Mr. James 0 40.00 13.0000 NA NA NA NA
1082 NA 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test Angle, Mr. William A 0 34.00 26.0000 NA NA NA NA
1083 NA 1 Salomon, Mr. Abraham L male NA 0 0 111163 26.0000 S titanic_test Salomon, Mr. Abraham L 1 43.00 26.0000 NA NA NA NA
1084 NA 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. Walter John 0 11.50 14.5000 NA NA NA NA
1085 NA 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test Lingane, Mr. John 0 61.00 12.3500 NA NA NA NA
1086 NA 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test Drew, Master. Marshall Brines 1 8.00 32.5000 NA NA NA NA
1087 NA 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test Karlsson, Mr. Julius Konrad Eugen 0 33.00 7.8542 NA NA NA NA
1088 NA 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 E34 C titanic_test Spedden, Master. Robert Douglas 1 6.00 134.5000 NA NA NA NA
1089 NA 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test Nilsson, Miss. Berta Olivia 1 18.00 7.7750 NA NA NA NA
1090 NA 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test Baimbrigge, Mr. Charles Robert 0 23.00 10.5000 NA NA NA NA
1091 NA 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female NA 0 0 65305 8.1125 S titanic_test Rasmussen, Mrs. (Lena Jacobsen Solvang) 0 63.00 8.1125 NA NA NA NA
1092 NA 3 Murphy, Miss. Nora female NA 0 0 36568 15.5000 Q titanic_test Murphy, Miss. Nora 1 31.00 15.5000 NA NA NA NA
1093 NA 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test Danbom, Master. Gilbert Sigvard Emanuel 0 0.33 14.4000 NA NA NA NA
1094 NA 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C62 C64 C titanic_test Astor, Col. John Jacob 0 47.00 227.5250 NA NA NA NA
1095 NA 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test Quick, Miss. Winifred Vera 1 8.00 26.0000 NA NA NA NA
1096 NA 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test Andrew, Mr. Frank Thomas 0 25.00 10.5000 NA NA NA NA
1097 NA 1 Omont, Mr. Alfred Fernand male NA 0 0 F.C. 12998 25.7417 C titanic_test Omont, Mr. Alfred Fernand 1 29.00 25.7417 NA NA NA NA
1098 NA 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test McGowan, Miss. Katherine 0 35.00 7.7500 NA NA NA NA
1099 NA 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test Collett, Mr. Sidney C Stuart 1 24.00 10.5000 NA NA NA NA
1100 NA 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 A11 C titanic_test Rosenbaum, Miss. Edith Louise 1 33.00 27.7208 NA NA NA NA
1101 NA 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test Delalic, Mr. Redjo 0 25.00 7.8958 NA NA NA NA
1102 NA 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test Andersen, Mr. Albert Karvin 0 32.00 22.5250 NA NA NA NA
1103 NA 3 Finoli, Mr. Luigi male NA 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test Finoli, Mr. Luigi 1 41.00 7.0500 NA NA NA NA
1104 NA 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test Deacon, Mr. Percy William 0 17.00 73.5000 NA NA NA NA
1105 NA 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test Howard, Mrs. Benjamin (Ellen Truelove Arman) 0 60.00 26.0000 NA NA NA NA
1106 NA 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test Andersson, Miss. Ida Augusta Margareta 0 38.00 7.7750 NA NA NA NA
1107 NA 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 B11 S titanic_test Head, Mr. Christopher 0 42.00 42.5000 NA NA NA NA
1108 NA 3 Mahon, Miss. Bridget Delia female NA 0 0 330924 7.8792 Q titanic_test Mahon, Miss. Bridget Delia 0 20.00 7.8792 NA NA NA NA
1109 NA 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test Wick, Mr. George Dennick 0 57.00 164.8667 NA NA NA NA
1110 NA 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C80 C titanic_test Widener, Mrs. George Dunton (Eleanor Elkins) 1 50.00 211.5000 NA NA NA NA
1111 NA 3 Thomson, Mr. Alexander Morrison male NA 0 0 32302 8.0500 S titanic_test Thomson, Mr. Alexander Morrison 0 36.00 8.0500 NA NA NA NA
1112 NA 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test Duran y More, Miss. Florentina 1 30.00 13.8583 NA NA NA NA
1113 NA 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test Reynolds, Mr. Harold J 0 21.00 8.0500 NA NA NA NA
1114 NA 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 F33 S titanic_test Cook, Mrs. (Selena Rogers) 1 22.00 10.5000 NA NA NA NA
1115 NA 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test Karlsson, Mr. Einar Gervasius 1 21.00 7.7958 NA NA NA NA
1116 NA 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test Candee, Mrs. Edward (Helen Churchill Hungerford) 1 53.00 27.4458 NA NA NA NA
1117 NA 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female NA 0 2 2661 15.2458 C titanic_test Moubarek, Mrs. George (Omine Amenia” Alexander)” 1 25.00 15.2458 NA NA NA NA
1118 NA 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test Asplund, Mr. Johan Charles 1 23.00 7.7958 NA NA NA NA
1119 NA 3 McNeill, Miss. Bridget female NA 0 0 370368 7.7500 Q titanic_test McNeill, Miss. Bridget 0 32.00 7.7500 NA NA NA NA
1120 NA 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test Everett, Mr. Thomas James 0 40.50 15.1000 NA NA NA NA
1121 NA 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test Hocking, Mr. Samuel James Metcalfe 0 36.00 13.0000 NA NA NA NA
1122 NA 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test Sweet, Mr. George Frederick 0 14.00 65.0000 NA NA NA NA
1123 NA 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test Willard, Miss. Constance 1 21.00 26.5500 NA NA NA NA
1124 NA 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test Wiklund, Mr. Karl Johan 0 21.00 6.4958 NA NA NA NA
1125 NA 3 Linehan, Mr. Michael male NA 0 0 330971 7.8792 Q titanic_test Linehan, Mr. Michael 0 21.00 7.8792 NA NA NA NA
1126 NA 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C85 C titanic_test Cumings, Mr. John Bradley 0 39.00 71.2833 NA NA NA NA
1127 NA 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test Vendel, Mr. Olof Edvin 0 20.00 7.8542 NA NA NA NA
1128 NA 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 D37 C titanic_test Warren, Mr. Frank Manley 0 64.00 75.2500 NA NA NA NA
1129 NA 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test Baccos, Mr. Raffull 0 20.00 7.2250 NA NA NA NA
1130 NA 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test Hiltunen, Miss. Marta 0 18.00 13.0000 NA NA NA NA
1131 NA 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C86 C titanic_test Douglas, Mrs. Walter Donald (Mahala Dutton) 1 48.00 106.4250 NA NA NA NA
1132 NA 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test Lindstrom, Mrs. Carl Johan (Sigrid Posse) 1 55.00 27.7208 NA NA NA NA
1133 NA 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test Christy, Mrs. (Alice Frances) 1 45.00 30.0000 NA NA NA NA
1134 NA 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 E34 C titanic_test Spedden, Mr. Frederic Oakley 1 45.00 134.5000 NA NA NA NA
1135 NA 3 Hyman, Mr. Abraham male NA 0 0 3470 7.8875 S titanic_test Hyman, Mr. Abraham 1 34.00 7.8875 NA NA NA NA
1136 NA 3 Johnston, Master. William Arthur Willie”” male NA 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Master. William Arthur Willie”” 0 8.00 23.4500 NA NA NA NA
1137 NA 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 D21 S titanic_test Kenyon, Mr. Frederick R 0 41.00 51.8625 NA NA NA NA
1138 NA 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test Karnes, Mrs. J Frank (Claire Bennett) 0 22.00 21.0000 NA NA NA NA
1139 NA 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test Drew, Mr. James Vivian 0 42.00 32.5000 NA NA NA NA
1140 NA 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test Hold, Mrs. Stephen (Annie Margaret Hill) 1 29.00 26.0000 NA NA NA NA
1141 NA 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female NA 1 0 2660 14.4542 C titanic_test Khalil, Mrs. Betros (Zahie Maria” Elias)” 1 20.00 14.4542 NA NA NA NA
1142 NA 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test West, Miss. Barbara J 1 0.92 27.7500 NA NA NA NA
1143 NA 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test Abrahamsson, Mr. Abraham August Johannes 1 20.00 7.9250 NA NA NA NA
1144 NA 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C89 C titanic_test Clark, Mr. Walter Miller 0 27.00 136.7792 NA NA NA NA
1145 NA 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test Salander, Mr. Karl Johan 0 24.00 9.3250 NA NA NA NA
1146 NA 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test Wenzel, Mr. Linhart 0 32.50 9.5000 NA NA NA NA
1147 NA 3 MacKay, Mr. George William male NA 0 0 C.A. 42795 7.5500 S titanic_test MacKay, Mr. George William 0 20.00 7.5500 NA NA NA NA
1148 NA 3 Mahon, Mr. John male NA 0 0 AQ/4 3130 7.7500 Q titanic_test Mahon, Mr. John 0 22.00 7.7500 NA NA NA NA
1149 NA 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test Niklasson, Mr. Samuel 0 28.00 8.0500 NA NA NA NA
1150 NA 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test Bentham, Miss. Lilian W 1 19.00 13.0000 NA NA NA NA
1151 NA 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test Midtsjo, Mr. Karl Albert 1 21.00 7.7750 NA NA NA NA
1152 NA 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test de Messemaeker, Mr. Guillaume Joseph 1 36.50 17.4000 NA NA NA NA
1153 NA 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test Nilsson, Mr. August Ferdinand 0 21.00 7.8542 NA NA NA NA
1154 NA 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” 1 29.00 23.0000 NA NA NA NA
1155 NA 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test Klasen, Miss. Gertrud Emilia 0 1.00 12.1833 NA NA NA NA
1156 NA 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test Portaluppi, Mr. Emilio Ilario Giuseppe 1 30.00 12.7375 NA NA NA NA
1157 NA 3 Lyntakoff, Mr. Stanko male NA 0 0 349235 7.8958 S titanic_test Lyntakoff, Mr. Stanko 0 44.00 7.8958 NA NA NA NA
1158 NA 1 Chisholm, Mr. Roderick Robert Crispin male NA 0 0 112051 0.0000 S titanic_test Chisholm, Mr. Roderick Robert Crispin 0 43.00 0.0000 NA NA NA NA
1159 NA 3 Warren, Mr. Charles William male NA 0 0 C.A. 49867 7.5500 S titanic_test Warren, Mr. Charles William 0 31.00 7.5500 NA NA NA NA
1160 NA 3 Howard, Miss. May Elizabeth female NA 0 0 A. 2. 39186 8.0500 S titanic_test Howard, Miss. May Elizabeth 1 26.00 8.0500 NA NA NA NA
1161 NA 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test Pokrnic, Mr. Mate 0 17.00 8.6625 NA NA NA NA
1162 NA 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C6 C titanic_test McCaffry, Mr. Thomas Francis 0 46.00 75.2417 NA NA NA NA
1163 NA 3 Fox, Mr. Patrick male NA 0 0 368573 7.7500 Q titanic_test Fox, Mr. Patrick 0 28.00 7.7500 NA NA NA NA
1164 NA 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C89 C titanic_test Clark, Mrs. Walter Miller (Virginia McDowell) 1 26.00 136.7792 NA NA NA NA
1165 NA 3 Lennon, Miss. Mary female NA 1 0 370371 15.5000 Q titanic_test Lennon, Miss. Mary 1 18.00 15.5000 NA NA NA NA
1166 NA 3 Saade, Mr. Jean Nassr male NA 0 0 2676 7.2250 C titanic_test Saade, Mr. Jean Nassr 0 20.00 7.2250 NA NA NA NA
1167 NA 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test Bryhl, Miss. Dagmar Jenny Ingeborg 1 20.00 26.0000 NA NA NA NA
1168 NA 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test Parker, Mr. Clifford Richard 0 28.00 10.5000 NA NA NA NA
1169 NA 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test Faunthorpe, Mr. Harry 0 40.00 26.0000 NA NA NA NA
1170 NA 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test Ware, Mr. John James 0 30.00 21.0000 NA NA NA NA
1171 NA 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test Oxenham, Mr. Percy Thomas 1 22.00 10.5000 NA NA NA NA
1172 NA 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test Oreskovic, Miss. Jelka 0 23.00 8.6625 NA NA NA NA
1173 NA 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Master. Alfred Edward 0 0.75 13.7750 NA NA NA NA
1174 NA 3 Fleming, Miss. Honora female NA 0 0 364859 7.7500 Q titanic_test Fleming, Miss. Honora 0 22.00 7.7500 NA NA NA NA
1175 NA 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test Touma, Miss. Maria Youssef 1 9.00 15.2458 NA NA NA NA
1176 NA 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test Rosblom, Miss. Salli Helena 0 2.00 20.2125 NA NA NA NA
1177 NA 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test Dennis, Mr. William 0 36.00 7.2500 NA NA NA NA
1178 NA 3 Franklin, Mr. Charles (Charles Fardon) male NA 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test Franklin, Mr. Charles (Charles Fardon) 0 46.00 7.2500 NA NA NA NA
1179 NA 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 B45 S titanic_test Snyder, Mr. John Pillsbury 1 24.00 82.2667 NA NA NA NA
1180 NA 3 Mardirosian, Mr. Sarkis male NA 0 0 2655 7.2292 F E46 C titanic_test Mardirosian, Mr. Sarkis 0 25.00 7.2292 NA NA NA NA
1181 NA 3 Ford, Mr. Arthur male NA 0 0 A/5 1478 8.0500 S titanic_test Ford, Mr. Arthur 0 23.00 8.0500 NA NA NA NA
1182 NA 1 Rheims, Mr. George Alexander Lucien male NA 0 0 PC 17607 39.6000 S titanic_test Rheims, Mr. George Alexander Lucien 1 33.00 39.6000 NA NA NA NA
1183 NA 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test Daly, Miss. Margaret Marcella Maggie”” 1 30.00 6.9500 NA NA NA NA
1184 NA 3 Nasr, Mr. Mustafa male NA 0 0 2652 7.2292 C titanic_test Nasr, Mr. Mustafa 0 20.00 7.2292 NA NA NA NA
1185 NA 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 A34 S titanic_test Dodge, Dr. Washington 1 53.00 81.8583 NA NA NA NA
1186 NA 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test Wittevrongel, Mr. Camille 0 36.00 9.5000 NA NA NA NA
1187 NA 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test Angheloff, Mr. Minko 0 26.00 7.8958 NA NA NA NA
1188 NA 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test Laroche, Miss. Louise 1 1.00 41.5792 NA NA NA NA
1189 NA 3 Samaan, Mr. Hanna male NA 2 0 2662 21.6792 C titanic_test Samaan, Mr. Hanna 0 40.00 21.6792 NA NA NA NA
1190 NA 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test Loring, Mr. Joseph Holland 0 30.00 45.5000 NA NA NA NA
1191 NA 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test Johansson, Mr. Nils 0 29.00 7.8542 NA NA NA NA
1192 NA 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test Olsson, Mr. Oscar Wilhelm 1 32.00 7.7750 NA NA NA NA
1193 NA 2 Malachard, Mr. Noel male NA 0 0 237735 15.0458 D C titanic_test Malachard, Mr. Noel 0 25.00 15.0458 NA NA NA NA
1194 NA 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Mr. Escott Robert 0 43.00 21.0000 NA NA NA NA
1195 NA 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test Pokrnic, Mr. Tome 0 24.00 8.6625 NA NA NA NA
1196 NA 3 McCarthy, Miss. Catherine Katie”” female NA 0 0 383123 7.7500 Q titanic_test McCarthy, Miss. Catherine Katie”” 1 24.00 7.7500 NA NA NA NA
1197 NA 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 B26 S titanic_test Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) 1 64.00 26.5500 NA NA NA NA
1198 NA 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 C22 C26 S titanic_test Allison, Mr. Hudson Joshua Creighton 0 30.00 151.5500 NA NA NA NA
1199 NA 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test Aks, Master. Philip Frank 1 0.83 9.3500 NA NA NA NA
1200 NA 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 B69 S titanic_test Hays, Mr. Charles Melville 0 55.00 93.5000 NA NA NA NA
1201 NA 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test Hansen, Mrs. Claus Peter (Jennie L Howard) 1 45.00 14.1083 NA NA NA NA
1202 NA 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test Cacic, Mr. Jego Grga 0 18.00 8.6625 NA NA NA NA
1203 NA 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test Vartanian, Mr. David 1 22.00 7.2250 NA NA NA NA
1204 NA 3 Sadowitz, Mr. Harry male NA 0 0 LP 1588 7.5750 S titanic_test Sadowitz, Mr. Harry 0 16.00 7.5750 NA NA NA NA
1205 NA 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test Carr, Miss. Jeannie 0 37.00 7.7500 NA NA NA NA
1206 NA 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C32 C titanic_test White, Mrs. John Stuart (Ella Holmes) 1 55.00 135.6333 NA NA NA NA
1207 NA 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test Hagardon, Miss. Kate 0 17.00 7.7333 NA NA NA NA
1208 NA 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 B78 C titanic_test Spencer, Mr. William Augustus 0 57.00 146.5208 NA NA NA NA
1209 NA 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test Rogers, Mr. Reginald Harry 0 19.00 10.5000 NA NA NA NA
1210 NA 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test Jonsson, Mr. Nils Hilding 0 27.00 7.8542 NA NA NA NA
1211 NA 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Ernest Wilfred 0 22.00 31.5000 NA NA NA NA
1212 NA 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test Andersson, Mr. Johan Samuel 0 26.00 7.7750 NA NA NA NA
1213 NA 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 F E57 C titanic_test Krekorian, Mr. Neshan 0 25.00 7.2292 NA NA NA NA
1214 NA 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 F2 S titanic_test Nesson, Mr. Israel 0 26.00 13.0000 NA NA NA NA
1215 NA 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test Rowe, Mr. Alfred G 0 33.00 26.5500 NA NA NA NA
1216 NA 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test Kreuchen, Miss. Emilie 1 39.00 211.3375 NA NA NA NA
1217 NA 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test Assam, Mr. Ali 0 23.00 7.0500 NA NA NA NA
1218 NA 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 F4 S titanic_test Becker, Miss. Ruth Elizabeth 1 12.00 39.0000 NA NA NA NA
1219 NA 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test Rosenshine, Mr. George (Mr George Thorne”)” 0 46.00 79.2000 NA NA NA NA
1220 NA 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test Clarke, Mr. Charles Valentine 0 29.00 26.0000 NA NA NA NA
1221 NA 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test Enander, Mr. Ingvar 0 21.00 13.0000 NA NA NA NA
1222 NA 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) 1 48.00 36.7500 NA NA NA NA
1223 NA 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 A18 C titanic_test Dulles, Mr. William Crothers 0 39.00 29.7000 NA NA NA NA
1224 NA 3 Thomas, Mr. Tannous male NA 0 0 2684 7.2250 C titanic_test Thomas, Mr. Tannous 0 16.00 7.2250 NA NA NA NA
1225 NA 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test Nakid, Mrs. Said (Waika Mary” Mowad)” 1 19.00 15.7417 NA NA NA NA
1226 NA 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test Cor, Mr. Ivan 0 27.00 7.8958 NA NA NA NA
1227 NA 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 C106 S titanic_test Maguire, Mr. John Edward 0 30.00 26.0000 NA NA NA NA
1228 NA 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test de Brito, Mr. Jose Joaquim 0 32.00 13.0000 NA NA NA NA
1229 NA 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test Elias, Mr. Joseph 0 39.00 7.2292 NA NA NA NA
1230 NA 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test Denbury, Mr. Herbert 0 25.00 31.5000 NA NA NA NA
1231 NA 3 Betros, Master. Seman male NA 0 0 2622 7.2292 C titanic_test Betros, Master. Seman 0 10.00 7.2292 NA NA NA NA
1232 NA 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test Fillbrook, Mr. Joseph Charles 0 18.00 10.5000 NA NA NA NA
1233 NA 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test Lundstrom, Mr. Thure Edvin 1 32.00 7.5792 NA NA NA NA
1234 NA 3 Sage, Mr. John George male NA 1 9 CA. 2343 69.5500 S titanic_test Sage, Mr. John George 0 44.00 69.5500 NA NA NA NA
1235 NA 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_test Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) 1 58.00 512.3292 NA NA NA NA
1236 NA 3 van Billiard, Master. James William male NA 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. James William 0 10.00 14.5000 NA NA NA NA
1237 NA 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test Abelseth, Miss. Karen Marie 1 16.00 7.6500 NA NA NA NA
1238 NA 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test Botsford, Mr. William Hull 0 26.00 13.0000 NA NA NA NA
1239 NA 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test Whabee, Mrs. George Joseph (Shawneene Abi-Saab) 1 38.00 7.2292 NA NA NA NA
1240 NA 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test Giles, Mr. Ralph 0 24.00 13.5000 NA NA NA NA
1241 NA 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test Walcroft, Miss. Nellie 1 31.00 21.0000 NA NA NA NA
1242 NA 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 D10 D12 C titanic_test Greenfield, Mrs. Leo David (Blanche Strouse) 1 45.00 63.3583 NA NA NA NA
1243 NA 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test Stokes, Mr. Philip Joseph 0 25.00 10.5000 NA NA NA NA
1244 NA 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test Dibden, Mr. William 0 18.00 73.5000 NA NA NA NA
1245 NA 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test Herman, Mr. Samuel 0 49.00 65.0000 NA NA NA NA
1246 NA 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test Dean, Miss. Elizabeth Gladys Millvina”” 1 0.17 20.5750 NA NA NA NA
1247 NA 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 E60 S titanic_test Julian, Mr. Henry Forbes 0 50.00 26.0000 NA NA NA NA
1248 NA 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 C101 S titanic_test Brown, Mrs. John Murray (Caroline Lane Lamson) 1 59.00 51.4792 NA NA NA NA
1249 NA 3 Lockyer, Mr. Edward male NA 0 0 1222 7.8792 S titanic_test Lockyer, Mr. Edward 0 19.00 7.8792 NA NA NA NA
1250 NA 3 O’Keefe, Mr. Patrick male NA 0 0 368402 7.7500 Q titanic_test O’Keefe, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1251 NA 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) 0 30.00 15.5500 NA NA NA NA
1252 NA 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test Sage, Master. William Henry 0 14.50 69.5500 NA NA NA NA
1253 NA 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test Mallet, Mrs. Albert (Antoinette Magnin) 1 24.00 37.0042 NA NA NA NA
1254 NA 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test Ware, Mrs. John James (Florence Louise Long) 1 31.00 21.0000 NA NA NA NA
1255 NA 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test Strilic, Mr. Ivan 0 27.00 8.6625 NA NA NA NA
1256 NA 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 E50 C titanic_test Harder, Mrs. George Achilles (Dorothy Annan) 1 25.00 55.4417 NA NA NA NA
1257 NA 3 Sage, Mrs. John (Annie Bullen) female NA 1 9 CA. 2343 69.5500 S titanic_test Sage, Mrs. John (Annie Bullen) 0 44.00 69.5500 NA NA NA NA
1258 NA 3 Caram, Mr. Joseph male NA 1 0 2689 14.4583 C titanic_test Caram, Mr. Joseph 0 28.00 14.4583 NA NA NA NA
1259 NA 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test Riihivouri, Miss. Susanna Juhantytar Sanni”” 0 22.00 39.6875 NA NA NA NA
1260 NA 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test Gibson, Mrs. Leonard (Pauline C Boeson) 1 45.00 59.4000 NA NA NA NA
1261 NA 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test Pallas y Castello, Mr. Emilio 1 29.00 13.8583 NA NA NA NA
1262 NA 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test Giles, Mr. Edgar 0 21.00 11.5000 NA NA NA NA
1263 NA 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 E39 E41 C titanic_test Wilson, Miss. Helen Alice 1 31.00 134.5000 NA NA NA NA
1264 NA 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 B52 B54 B56 S titanic_test Ismay, Mr. Joseph Bruce 1 49.00 0.0000 NA NA NA NA
1265 NA 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test Harbeck, Mr. William H 0 44.00 13.0000 NA NA NA NA
1266 NA 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 A34 S titanic_test Dodge, Mrs. Washington (Ruth Vidaver) 1 54.00 81.8583 NA NA NA NA
1267 NA 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test Bowen, Miss. Grace Scott 1 45.00 262.3750 NA NA NA NA
1268 NA 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test Kink, Miss. Maria 0 22.00 8.6625 NA NA NA NA
1269 NA 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test Cotterill, Mr. Henry Harry”” 0 21.00 11.5000 NA NA NA NA
1270 NA 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 C39 S titanic_test Hipkins, Mr. William Edward 0 55.00 50.0000 NA NA NA NA
1271 NA 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Carl Edgar 0 5.00 31.3875 NA NA NA NA
1272 NA 3 O’Connor, Mr. Patrick male NA 0 0 366713 7.7500 Q titanic_test O’Connor, Mr. Patrick 0 23.00 7.7500 NA NA NA NA
1273 NA 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test Foley, Mr. Joseph 0 26.00 7.8792 NA NA NA NA
1274 NA 3 Risien, Mrs. Samuel (Emma) female NA 0 0 364498 14.5000 S titanic_test Risien, Mrs. Samuel (Emma) 0 64.00 14.5000 NA NA NA NA
1275 NA 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test McNamee, Mrs. Neal (Eileen O’Leary) 0 19.00 16.1000 NA NA NA NA
1276 NA 2 Wheeler, Mr. Edwin Frederick”” male NA 0 0 SC/PARIS 2159 12.8750 S titanic_test Wheeler, Mr. Edwin Frederick”” 0 26.00 12.8750 NA NA NA NA
1277 NA 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test Herman, Miss. Kate 1 24.00 65.0000 NA NA NA NA
1278 NA 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test Aronsson, Mr. Ernst Axel Algot 0 24.00 7.7750 NA NA NA NA
1279 NA 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test Ashby, Mr. John 0 57.00 13.0000 NA NA NA NA
1280 NA 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test Canavan, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1281 NA 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test Palsson, Master. Paul Folke 0 6.00 21.0750 NA NA NA NA
1282 NA 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 B24 S titanic_test Payne, Mr. Vivian Ponsonby 0 23.00 93.5000 NA NA NA NA
1283 NA 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 D28 S titanic_test Lines, Mrs. Ernest H (Elizabeth Lindsey James) 1 51.00 39.4000 NA NA NA NA
1284 NA 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test Abbott, Master. Eugene Joseph 0 13.00 20.2500 NA NA NA NA
1285 NA 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test Gilbert, Mr. William 0 47.00 10.5000 NA NA NA NA
1286 NA 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test Kink-Heilmann, Mr. Anton 1 29.00 22.0250 NA NA NA NA
1287 NA 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 C31 S titanic_test Smith, Mrs. Lucien Philip (Mary Eloise Hughes) 1 18.00 60.0000 NA NA NA NA
1288 NA 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test Colbert, Mr. Patrick 0 24.00 7.2500 NA NA NA NA
1289 NA 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 B41 C titanic_test Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) 1 48.00 79.2000 NA NA NA NA
1290 NA 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test Larsson-Rondberg, Mr. Edvard A 0 22.00 7.7750 NA NA NA NA
1291 NA 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test Conlon, Mr. Thomas Henry 0 31.00 7.7333 NA NA NA NA
1292 NA 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 C7 S titanic_test Bonnell, Miss. Caroline 1 30.00 164.8667 NA NA NA NA
1293 NA 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test Gale, Mr. Harry 0 38.00 21.0000 NA NA NA NA
1294 NA 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test Gibson, Miss. Dorothy Winifred 1 22.00 59.4000 NA NA NA NA
1295 NA 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test Carrau, Mr. Jose Pedro 0 17.00 47.1000 NA NA NA NA
1296 NA 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 D40 C titanic_test Frauenthal, Mr. Isaac Gerald 1 43.00 27.7208 NA NA NA NA
1297 NA 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 D38 C titanic_test Nourney, Mr. Alfred (Baron von Drachstedt”)” 1 20.00 13.8625 NA NA NA NA
1298 NA 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test Ware, Mr. William Jeffery 0 23.00 10.5000 NA NA NA NA
1299 NA 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C80 C titanic_test Widener, Mr. George Dunton 0 50.00 211.5000 NA NA NA NA
1300 NA 3 Riordan, Miss. Johanna Hannah”” female NA 0 0 334915 7.7208 Q titanic_test Riordan, Miss. Johanna Hannah”” 1 21.00 7.7208 NA NA NA NA
1301 NA 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Miss. Treasteall 0 3.00 13.7750 NA NA NA NA
1302 NA 3 Naughton, Miss. Hannah female NA 0 0 365237 7.7500 Q titanic_test Naughton, Miss. Hannah 0 21.00 7.7500 NA NA NA NA
1303 NA 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 C78 Q titanic_test Minahan, Mrs. William Edward (Lillian E Thorpe) 1 37.00 90.0000 NA NA NA NA
1304 NA 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test Henriksson, Miss. Jenny Lovisa 0 28.00 7.7750 NA NA NA NA
1305 NA 3 Spector, Mr. Woolf male NA 0 0 A.5. 3236 8.0500 S titanic_test Spector, Mr. Woolf 0 23.00 8.0500 NA NA NA NA
1306 NA 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C105 C titanic_test Oliva y Ocana, Dona. Fermina 1 39.00 108.9000 NA NA NA NA
1307 NA 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test Saether, Mr. Simon Sivertsen 0 38.50 7.2500 NA NA NA NA
1308 NA 3 Ware, Mr. Frederick male NA 0 0 359309 8.0500 S titanic_test Ware, Mr. Frederick 0 35.00 8.0500 NA NA NA NA
1309 NA 3 Peter, Master. Michael J male NA 1 1 2668 22.3583 C titanic_test Peter, Master. Michael J 1 4.00 22.3583 NA NA NA NA

5.3.1 Survived Preparation

แทนค่า NA ด้วยคอลัมน์ Survived_Test เข้าไปในคอลัมน์ Survived ซึ่งมีค่า NA อยู่ ❌train 0, ✅test 418

# แทนค่า NA ในคอลัมน์ Survived
prep_survived <- join_table |>
  mutate(
    Survived = coalesce(Survived, Survived_Test) # ใช้คำสั่ง coalesce แทนค่า NA ในคอลัมน์ Survived ด้วยคอลัมน์ Survived_Test และเขียนทับกลับไปที่คอลัมน์ Survived
  )

prep_survived |> 
  filter(Source == "titanic_test") |> # กรองดูเฉพาะของมูลที่มาจาก test เพราะค่า NA จากคอลัมน์ Survived มาจากชุดข้อมูล Test
  select(Survived, Source) |> # เลือกมาเฉพาะคอลัมน์ Survived
  styled_kable() # ธีมตาราง
## Data Dimensions:  418 rows x 2 columns
Survived Source
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
1 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test
0 titanic_test
0 titanic_test
1 titanic_test

5.3.2 Age Preparation

แทนค่า NA ด้วย Age_Test เข้าไปในคอลัมน์ Age มีค่า NA อยู่ใน ✅train 177, ✅test 86 ค่า

# แทนค่า NA ในคอลัมน์ Age
prep_survived_age <- prep_survived |>
  mutate(
    Age = coalesce(Age, Age_Test), # แทนค่า NA ในคอลัมน์ Age ด้วยคอลัมน์ Age_Test
    Age = coalesce(Age, Age_Train), # เมื่อแทนแล้วให้ เราแทนค่า NA ในคอลัมน์ Age ด้วยคอลัมน์ Age_Train
    Age = if_else(is.na(Age), median(Age, na.rm = TRUE), Age) # ส่วนค่า NA ที่เหลืออีก 2 คน ให้แทนด้วยค่า median 28 นั่นเองเหตุผลด้านล่าง
  )

prep_survived_age |> 
  select(Age) |> # เลือกเฉพาะคอลัมน์ Age
  styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 1 columns
Age
22.00
38.00
26.00
35.00
35.00
28.00
54.00
2.00
27.00
14.00
4.00
58.00
20.00
39.00
14.00
55.00
2.00
23.00
31.00
22.00
35.00
34.00
15.00
28.00
8.00
38.00
26.00
19.00
22.00
23.00
40.00
48.00
18.00
66.00
28.00
42.00
20.00
21.00
18.00
14.00
40.00
27.00
28.00
3.00
19.00
30.00
20.00
27.00
16.00
18.00
7.00
21.00
49.00
29.00
65.00
45.00
21.00
28.50
5.00
11.00
22.00
38.00
45.00
4.00
64.00
7.00
29.00
19.00
17.00
26.00
32.00
16.00
21.00
26.00
32.00
25.00
23.00
28.00
0.83
30.00
22.00
29.00
31.00
28.00
17.00
33.00
16.00
20.00
23.00
24.00
29.00
20.00
46.00
26.00
59.00
22.00
71.00
23.00
34.00
34.00
28.00
29.00
21.00
33.00
37.00
28.00
21.00
29.00
38.00
28.00
47.00
14.50
22.00
20.00
17.00
21.00
70.50
29.00
24.00
2.00
21.00
19.00
32.50
32.50
54.00
12.00
19.00
24.00
2.00
45.00
33.00
20.00
47.00
29.00
25.00
23.00
19.00
37.00
16.00
24.00
40.00
22.00
24.00
19.00
18.00
19.00
27.00
9.00
36.50
42.00
51.00
22.00
55.50
40.50
27.00
51.00
16.00
30.00
37.00
5.00
44.00
40.00
26.00
17.00
1.00
9.00
48.00
45.00
48.00
28.00
61.00
4.00
1.00
21.00
56.00
18.00
50.00
50.00
30.00
36.00
7.00
39.00
9.00
1.00
4.00
39.00
27.00
45.00
40.00
36.00
32.00
19.00
19.00
3.00
44.00
58.00
28.00
42.00
21.00
24.00
28.00
16.00
34.00
45.50
18.00
2.00
32.00
26.00
16.00
40.00
24.00
35.00
22.00
30.00
22.00
31.00
27.00
42.00
32.00
30.00
16.00
27.00
51.00
22.00
38.00
22.00
19.00
20.50
18.00
12.00
35.00
29.00
59.00
5.00
24.00
21.00
44.00
8.00
19.00
33.00
19.00
18.00
29.00
22.00
30.00
44.00
25.00
24.00
37.00
54.00
18.00
29.00
62.00
30.00
41.00
29.00
37.00
30.00
35.00
50.00
26.00
3.00
52.00
40.00
22.00
36.00
16.00
25.00
58.00
35.00
28.00
25.00
41.00
37.00
33.00
63.00
45.00
21.00
7.00
35.00
65.00
28.00
16.00
19.00
57.00
33.00
30.00
22.00
42.00
22.00
26.00
19.00
36.00
24.00
24.00
30.00
23.50
2.00
47.00
50.00
20.00
24.00
19.00
46.00
28.00
0.92
42.00
17.00
30.00
30.00
24.00
18.00
26.00
28.00
43.00
26.00
24.00
54.00
31.00
40.00
22.00
27.00
30.00
22.00
19.00
36.00
61.00
36.00
31.00
16.00
29.00
45.50
38.00
16.00
42.00
30.00
29.00
41.00
45.00
45.00
2.00
24.00
28.00
25.00
36.00
24.00
40.00
32.00
3.00
42.00
23.00
43.00
15.00
25.00
23.00
28.00
22.00
38.00
20.00
23.00
40.00
29.00
45.00
35.00
26.00
30.00
60.00
52.00
26.00
24.00
25.00
18.00
19.00
22.00
3.00
25.00
22.00
27.00
20.00
19.00
42.00
1.00
32.00
35.00
27.00
18.00
1.00
36.00
19.00
17.00
36.00
21.00
28.00
23.00
24.00
22.00
31.00
46.00
23.00
28.00
39.00
26.00
21.00
28.00
20.00
34.00
51.00
3.00
21.00
3.00
42.00
30.00
33.00
21.00
44.00
32.00
34.00
18.00
30.00
10.00
28.00
21.00
29.00
28.00
18.00
53.00
28.00
19.00
28.00
32.00
28.00
32.00
42.00
17.00
50.00
14.00
21.00
24.00
64.00
31.00
45.00
20.00
25.00
28.00
29.00
4.00
13.00
34.00
5.00
52.00
36.00
28.00
30.00
49.00
24.00
29.00
65.00
40.00
50.00
15.00
48.00
34.00
47.00
48.00
34.00
38.00
20.00
56.00
20.00
0.75
44.00
38.00
33.00
23.00
22.00
40.00
34.00
29.00
22.00
2.00
9.00
38.00
50.00
63.00
25.00
8.00
35.00
58.00
30.00
9.00
19.00
21.00
55.00
71.00
21.00
45.00
54.00
55.00
25.00
24.00
17.00
21.00
21.00
37.00
16.00
18.00
33.00
37.00
28.00
26.00
29.00
66.00
36.00
54.00
24.00
47.00
34.00
32.00
36.00
32.00
30.00
22.00
35.00
44.00
19.00
40.50
50.00
48.00
39.00
23.00
2.00
17.00
17.00
23.00
30.00
7.00
45.00
30.00
69.00
22.00
36.00
9.00
11.00
32.00
50.00
64.00
19.00
26.00
33.00
8.00
17.00
27.00
21.00
22.00
22.00
62.00
48.00
45.00
39.00
36.00
31.00
40.00
28.00
40.00
62.00
24.00
19.00
29.00
28.00
32.00
62.00
53.00
36.00
22.00
16.00
19.00
34.00
39.00
18.00
32.00
25.00
39.00
54.00
36.00
16.00
18.00
47.00
60.00
22.00
22.00
35.00
52.00
47.00
40.00
37.00
36.00
31.00
49.00
18.00
49.00
24.00
42.00
37.00
44.00
35.00
36.00
30.00
27.00
22.00
40.00
39.00
21.00
25.00
22.00
35.00
24.00
34.00
26.00
4.00
26.00
27.00
42.00
20.00
21.00
21.00
61.00
57.00
21.00
26.00
18.00
80.00
51.00
32.00
29.00
9.00
28.00
32.00
31.00
41.00
36.00
20.00
24.00
2.00
32.00
0.75
48.00
19.00
56.00
20.00
23.00
23.00
18.00
21.00
16.00
18.00
24.00
27.00
32.00
23.00
58.00
50.00
40.00
47.00
36.00
20.00
32.00
25.00
49.00
43.00
49.00
40.00
31.00
70.00
31.00
18.00
18.00
24.50
18.00
43.00
36.00
27.00
27.00
20.00
14.00
60.00
25.00
14.00
19.00
18.00
15.00
31.00
4.00
38.00
25.00
60.00
52.00
44.00
21.00
49.00
42.00
18.00
35.00
18.00
25.00
26.00
39.00
45.00
42.00
22.00
4.00
24.00
41.00
48.00
29.00
52.00
19.00
38.00
27.00
20.00
33.00
6.00
17.00
34.00
50.00
27.00
20.00
30.00
28.00
25.00
25.00
29.00
11.00
42.00
23.00
23.00
28.50
48.00
35.00
20.00
32.00
42.00
36.00
21.00
24.00
31.00
70.00
16.00
30.00
19.00
31.00
4.00
6.00
33.00
23.00
48.00
0.67
28.00
18.00
34.00
33.00
22.00
41.00
20.00
36.00
16.00
51.00
45.00
30.50
28.00
32.00
24.00
48.00
57.00
29.00
54.00
18.00
20.00
5.00
21.00
43.00
13.00
17.00
29.00
35.00
25.00
25.00
18.00
8.00
1.00
46.00
23.00
16.00
20.00
43.00
25.00
39.00
49.00
31.00
30.00
30.00
34.00
31.00
11.00
0.42
27.00
31.00
39.00
18.00
39.00
33.00
26.00
39.00
35.00
6.00
30.50
39.00
23.00
31.00
43.00
10.00
52.00
27.00
38.00
27.00
2.00
48.00
23.00
1.00
19.00
62.00
15.00
0.83
30.00
23.00
18.00
39.00
21.00
19.00
32.00
29.00
20.00
16.00
30.00
34.50
17.00
42.00
18.00
35.00
28.00
46.00
4.00
74.00
9.00
16.00
44.00
18.00
45.00
51.00
24.00
32.00
41.00
21.00
48.00
14.00
24.00
42.00
27.00
31.00
23.00
4.00
26.00
47.00
33.00
47.00
28.00
15.00
20.00
19.00
23.00
56.00
25.00
33.00
22.00
28.00
25.00
39.00
27.00
19.00
7.00
26.00
32.00
34.50
47.00
62.00
27.00
22.00
14.00
30.00
26.00
18.00
21.00
32.00
46.00
23.00
63.00
47.00
24.00
35.00
21.00
27.00
45.00
55.00
9.00
48.00
21.00
48.00
50.00
22.00
22.50
41.00
17.00
50.00
24.00
33.00
36.00
30.00
18.50
26.00
21.00
25.00
24.00
39.00
37.00
41.00
30.00
45.00
25.00
45.00
25.00
60.00
36.00
24.00
27.00
20.00
28.00
47.00
10.00
35.00
25.00
32.00
36.00
17.00
32.00
18.00
22.00
13.00
32.00
18.00
47.00
31.00
60.00
24.00
21.00
29.00
28.50
35.00
32.50
23.00
55.00
30.00
24.00
6.00
67.00
49.00
23.00
31.00
25.00
27.00
18.00
21.00
2.00
22.00
28.00
27.00
22.00
25.00
25.00
76.00
29.00
20.00
33.00
43.00
27.00
20.00
26.00
16.00
28.00
21.00
24.00
37.00
18.50
41.00
20.00
36.00
18.50
63.00
18.00
34.00
1.00
36.00
29.00
12.00
26.00
35.00
28.00
24.00
17.00
22.00
26.00
42.00
24.00
32.00
53.00
28.00
20.00
43.00
24.00
26.50
26.00
23.00
40.00
10.00
33.00
61.00
28.00
42.00
31.00
44.00
22.00
58.00
30.00
23.00
30.00
60.50
36.00
13.00
24.00
29.00
23.00
42.00
26.00
18.00
7.00
26.00
31.00
41.00
26.00
48.00
18.00
36.00
22.00
27.00
27.00
23.00
20.00
40.00
15.00
20.00
54.00
36.00
64.00
30.00
37.00
18.00
16.00
27.00
40.00
21.00
17.00
10.00
40.00
34.00
43.00
11.50
61.00
8.00
33.00
6.00
18.00
23.00
63.00
31.00
0.33
47.00
8.00
25.00
29.00
35.00
24.00
33.00
25.00
32.00
41.00
17.00
60.00
38.00
42.00
20.00
57.00
50.00
36.00
30.00
21.00
22.00
21.00
53.00
25.00
23.00
32.00
40.50
36.00
14.00
21.00
21.00
21.00
39.00
20.00
64.00
20.00
18.00
48.00
55.00
45.00
45.00
34.00
8.00
41.00
22.00
42.00
29.00
20.00
0.92
20.00
27.00
24.00
32.50
20.00
22.00
28.00
19.00
21.00
36.50
21.00
29.00
1.00
30.00
44.00
43.00
31.00
26.00
17.00
46.00
28.00
26.00
18.00
20.00
20.00
28.00
40.00
30.00
22.00
23.00
0.75
22.00
9.00
2.00
36.00
46.00
24.00
25.00
23.00
33.00
30.00
20.00
53.00
36.00
26.00
1.00
40.00
30.00
29.00
32.00
25.00
43.00
24.00
24.00
64.00
30.00
0.83
55.00
45.00
18.00
22.00
16.00
37.00
55.00
17.00
57.00
19.00
27.00
22.00
26.00
25.00
26.00
33.00
39.00
23.00
12.00
46.00
29.00
21.00
48.00
39.00
16.00
19.00
27.00
30.00
32.00
39.00
25.00
10.00
18.00
32.00
44.00
58.00
10.00
16.00
26.00
38.00
24.00
31.00
45.00
25.00
18.00
49.00
0.17
50.00
59.00
19.00
21.00
30.00
14.50
24.00
31.00
27.00
25.00
44.00
28.00
22.00
45.00
29.00
21.00
31.00
49.00
44.00
54.00
45.00
22.00
21.00
55.00
5.00
23.00
26.00
64.00
19.00
26.00
24.00
24.00
57.00
21.00
6.00
23.00
51.00
13.00
47.00
29.00
18.00
24.00
48.00
22.00
31.00
30.00
38.00
22.00
17.00
43.00
20.00
23.00
50.00
21.00
3.00
21.00
37.00
28.00
23.00
39.00
38.50
35.00
4.00

เหตุผลที่เราแทนค่า NA 2 ตัวสุดท้าย ด้้วย median = 28 เพราะว่า

  1. ผู้โดยสารส่วนใหญ่อายุอยู่ในช่วง 20-30 ปี (อิงจาก Density ด้านล่าง)
  2. <markกราฟเบ้ขวา ถ้าเราเพิ่มค่า Median เข้าไปในข้อมูล จะลดโอกาสเกิด Nosie ของข้อมูลได้มาก

ก่อนที่จะไปดูเหตุผลผมของตั้งค่าธีมเริ่มต้น เพื่อนำไปใช้สำหรับทุกๆ Chart รวมถึงเหตุผลข้อนี้ด้วยเช่นกัน

# กำหนดธีมสำหรับเป็นพื้นฐานให้กราฟทุกกราฟในโปรเจกต์นี้
custom_theme <- theme_linedraw() + # กำหนดธีมพื้นหลังแกนฟกราฟสีขาว, กราฟมีกรอบ, มีกริดสีเทาๆอ่อนๆ ดูเรียบง่าบสบายตา
  theme(
    plot.title = element_text(  # ชื่อหัวข้อของเนื้อในกราฟ
      face = "bold",          # ตัวหนา
      size = rel(1.1),        # ขนาดปรับตามใหญ่ขึ้น 110% เทียบกับสัดส่วนอื่นๆในกราฟ
      color = "black",        # สีดำ
      margin = margin(b = 10) # ห่างจากเนื้อหาส่วนล่าง 10 pt
    ),
    
    plot.subtitle = element_text( # หัวข้อรองรองลงมา
      size = rel(0.9),        # ปรับขนาดเล็กลงมาหน่อย 90% เทียบกับส่วนอื่นๆของกราฟ
      color = "#2F4F4F",      # ปรับสี
      margin = margin(b = 15)  # ห่างจากเนื้อด้านล่าง 15 pt
    ),
    
    plot.caption = element_text(  # เพิ่ม caption มุมล่างขวา
      size = 8,               # ขนาด 8 pt
      color = "#4A4A4A",      # ปรับสี
      margin = margin(t = 10) # ห่างจากเนื้อหาด้านบน 10 pt
    ),
    
    axis.title = element_text( # ชื่อแกน x
      size = 11,          # ขนาด 11 pt
      color = "#1C1C1C",  # ปรับสี
      face = "bold"       # ตัวหนา
    ),
    
    panel.grid.major.y = element_blank(), # ลบเส้นตารางหลักแกน y 
    panel.grid.major.x = element_blank(), # ลบเส้นตารางหลักแกน x 
    panel.grid.minor.x = element_blank(), # ลบเส้นตารางรองแกน x
    panel.grid.minor.y = element_blank(), # ลบเส้นตารางรองแกน y
    legend.title = element_text(face = "bold"), # ชื่อหัวข้อ legend หัวหนา
    legend.text = element_text(size = 10), # ข้อความภายใน legend ขนาด 10 pt
    plot.margin = margin(15, 15, 15, 15) # ปรับระยะห่าง ซ้าย, ขวา, บน, ล่าง อย่างละ 15 pt
  )

<markกราฟเบ้ขวา ถ้าเราเพิ่มค่า Median เข้าไปในข้อมูล จะลดโอกาสเกิด Nosie ของข้อมูลได้มาก

prep_survived_age |>
  ggplot(aes(Age)) + # สร้างกราฟ กำหนดแกน x เป็น Age
  geom_density(fill = "#4682B4", alpha = 0.7) + # เติมสีพื้นที่ใต้ดราฟ ความเข้ม 0.7
  custom_theme + # กำหนดเป็น theme เริ่มต้นที่เรากำหนดไว้ก่อนหน้า
  labs(
    title = "Age Distribution of Titanic Passengers",
    subtitle = "Kernel density estimation of passenger ages",
    x = "Age (years)",
    y = "Density"
  ) 

# ค่าสถิติเบื้องต้นสำหรับคอลัมน์ `Age`
prep_survived_age |>
  select(Age) |> # เลือกเฉพาะคอลัมน์ Age
  summary() |> # สรุปสถิติเบื้องต้น
  styled_kable() # ธีมตาราง
## Data Dimensions:  6 rows x 1 columns
Age
Min. : 0.17
1st Qu.:21.00
Median :28.00
Mean :29.64
3rd Qu.:38.00
Max. :80.00

5.3.3 Fare Preparation

แทนค่า NA ด้วย Fare_Test เข้าไปในคอลัมน์ Fare มี 1 ค่าใน titanic_test

prep_survived_age_fare <- prep_survived_age |>
  mutate(
    Fare = coalesce(Fare, Fare_Test) # แทนค่า NA ในคอลัมน์ Fare ด้วยคอลัมน์ Fare_Test
  )
prep_survived_age_fare |> styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 21 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S titanic_train NA NA NA NA NA NA NA NA
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C85 C titanic_train NA NA NA NA NA NA NA NA
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S titanic_train NA NA NA NA NA NA NA NA
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 C123 S titanic_train NA NA NA NA NA NA NA NA
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S titanic_train NA NA NA NA NA NA NA NA
6 0 3 Moran, Mr. James male 28.00 0 0 330877 8.4583 Q titanic_train NA NA NA NA Moran, Mr. James 0 28 Q
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.8625 E46 S titanic_train NA NA NA NA NA NA NA NA
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 G6 S titanic_train NA NA NA NA NA NA NA NA
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 C103 S titanic_train NA NA NA NA NA NA NA NA
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S titanic_train NA NA NA NA NA NA NA NA
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S titanic_train NA NA NA NA NA NA NA NA
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S titanic_train NA NA NA NA NA NA NA NA
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
18 1 2 Williams, Mr. Charles Eugene male 23.00 0 0 244373 13.0000 S titanic_train NA NA NA NA Williams, Mr. Charles Eugene 1 23 S
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S titanic_train NA NA NA NA NA NA NA NA
20 1 3 Masselmani, Mrs. Fatima female 22.00 0 0 2649 7.2250 C titanic_train NA NA NA NA Masselmani, Mrs. Fatima 1 22 C
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 D56 S titanic_train NA NA NA NA NA NA NA NA
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q titanic_train NA NA NA NA NA NA NA NA
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 A6 S titanic_train NA NA NA NA NA NA NA NA
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
27 0 3 Emir, Mr. Farred Chehab male 26.00 0 0 2631 7.2250 C titanic_train NA NA NA NA Emir, Mr. Farred Chehab 0 26 C
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train NA NA NA NA NA NA NA NA
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female 22.00 0 0 330959 7.8792 Q titanic_train NA NA NA NA O’Dwyer, Miss. Ellen “Nellie” 1 22 Q
30 0 3 Todoroff, Mr. Lalio male 23.00 0 0 349216 7.8958 S titanic_train NA NA NA NA Todoroff, Mr. Lalio 0 23 S
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C titanic_train NA NA NA NA NA NA NA NA
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female 48.00 1 0 PC 17569 146.5208 B78 C titanic_train NA NA NA NA Spencer, Mrs. William Augustus (Marie Eugenie) 1 48 C
33 1 3 Glynn, Miss. Mary Agatha female 18.00 0 0 335677 7.7500 Q titanic_train NA NA NA NA Glynn, Miss. Mary Agatha 1 18 Q
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S titanic_train NA NA NA NA NA NA NA NA
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA NA NA NA NA
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
37 1 3 Mamee, Mr. Hanna male 20.00 0 0 2677 7.2292 C titanic_train NA NA NA NA Mamee, Mr. Hanna 1 20 C
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.0500 S titanic_train NA NA NA NA NA NA NA NA
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S titanic_train NA NA NA NA NA NA NA NA
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
43 0 3 Kraeff, Mr. Theodor male 28.00 0 0 349253 7.8958 C titanic_train NA NA NA NA Kraeff, Mr. Theodor 0 NA C
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
45 1 3 Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q titanic_train NA NA NA NA NA NA NA NA
46 0 3 Rogers, Mr. William John male 30.00 0 0 S.C./A.4. 23567 8.0500 S titanic_train NA NA NA NA Rogers, Mr. William John 0 30 S
47 0 3 Lennon, Mr. Denis male 20.00 1 0 370371 15.5000 Q titanic_train NA NA NA NA Lennon, Mr. Denis 0 20 Q
48 1 3 O’Driscoll, Miss. Bridget female 27.00 0 0 14311 7.7500 Q titanic_train NA NA NA NA O’Driscoll, Miss. Bridget 1 27 Q
49 0 3 Samaan, Mr. Youssef male 16.00 2 0 2662 21.6792 C titanic_train NA NA NA NA Samaan, Mr. Youssef 0 16 C
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 1 0 349237 17.8000 S titanic_train NA NA NA NA NA NA NA NA
51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.8000 S titanic_train NA NA NA NA NA NA NA NA
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 D33 C titanic_train NA NA NA NA NA NA NA NA
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S titanic_train NA NA NA NA NA NA NA NA
55 0 1 Ostby, Mr. Engelhart Cornelius male 65.00 0 1 113509 61.9792 B30 C titanic_train NA NA NA NA NA NA NA NA
56 1 1 Woolner, Mr. Hugh male 45.00 0 0 19947 35.5000 C52 S titanic_train NA NA NA NA Woolner, Mr. Hugh 1 45 S
57 1 2 Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.5000 S titanic_train NA NA NA NA NA NA NA NA
58 0 3 Novel, Mr. Mansouer male 28.50 0 0 2697 7.2292 C titanic_train NA NA NA NA NA NA NA NA
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
61 0 3 Sirayanian, Mr. Orsen male 22.00 0 0 2669 7.2292 C titanic_train NA NA NA NA NA NA NA NA
62 1 1 Icard, Miss. Amelie female 38.00 0 0 113572 80.0000 B28 titanic_train NA NA NA NA Icard, Miss. Amelie 1 38 S
63 0 1 Harris, Mr. Henry Birkhardt male 45.00 1 0 36973 83.4750 C83 S titanic_train NA NA NA NA NA NA NA NA
64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
65 0 1 Stewart, Mr. Albert A male 64.00 0 0 PC 17605 27.7208 C titanic_train NA NA NA NA Stewart, Mr. Albert A 0 64 C
66 1 3 Moubarek, Master. Gerios male 7.00 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Gerios 1 7 C
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 F33 S titanic_train NA NA NA NA NA NA NA NA
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.1583 S titanic_train NA NA NA NA NA NA NA NA
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S titanic_train NA NA NA NA NA NA NA NA
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.6625 S titanic_train NA NA NA NA NA NA NA NA
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.5000 S titanic_train NA NA NA NA NA NA NA NA
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
74 0 3 Chronopoulos, Mr. Apostolos male 26.00 1 0 2680 14.4542 C titanic_train NA NA NA NA NA NA NA NA
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.6500 F G73 S titanic_train NA NA NA NA NA NA NA NA
77 0 3 Staneff, Mr. Ivan male 23.00 0 0 349208 7.8958 S titanic_train NA NA NA NA Staneff, Mr. Ivan 0 23 S
78 0 3 Moutal, Mr. Rahamin Haim male 28.00 0 0 374746 8.0500 S titanic_train NA NA NA NA Moutal, Mr. Rahamin Haim 0 28 S
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
80 1 3 Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.4750 S titanic_train NA NA NA NA NA NA NA NA
81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.0000 S titanic_train NA NA NA NA NA NA NA NA
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S titanic_train NA NA NA NA NA NA NA NA
83 1 3 McDermott, Miss. Brigdet Delia female 31.00 0 0 330932 7.7875 Q titanic_train NA NA NA NA McDermott, Miss. Brigdet Delia 1 31 Q
84 0 1 Carrau, Mr. Francisco M male 28.00 0 0 113059 47.1000 S titanic_train NA NA NA NA NA NA NA NA
85 1 2 Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.5000 S titanic_train NA NA NA NA NA NA NA NA
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
88 0 3 Slocovski, Mr. Selman Francis male 20.00 0 0 SOTON/OQ 392086 8.0500 S titanic_train NA NA NA NA Slocovski, Mr. Selman Francis 0 20 S
89 1 1 Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train NA NA NA NA NA NA NA NA
90 0 3 Celotti, Mr. Francesco male 24.00 0 0 343275 8.0500 S titanic_train NA NA NA NA NA NA NA NA
91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.0500 S titanic_train NA NA NA NA NA NA NA NA
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.8542 S titanic_train NA NA NA NA NA NA NA NA
93 0 1 Chaffee, Mr. Herbert Fuller male 46.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_train NA NA NA NA NA NA NA NA
94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.2500 S titanic_train NA NA NA NA NA NA NA NA
96 0 3 Shorney, Mr. Charles Joseph male 22.00 0 0 374910 8.0500 S titanic_train NA NA NA NA Shorney, Mr. Charles Joseph 0 22 S
97 0 1 Goldschmidt, Mr. George B male 71.00 0 0 PC 17754 34.6542 A5 C titanic_train NA NA NA NA NA NA NA NA
98 1 1 Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 D10 D12 C titanic_train NA NA NA NA NA NA NA NA
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.0000 S titanic_train NA NA NA NA NA NA NA NA
100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
101 0 3 Petranec, Miss. Matilda female 28.00 0 0 349245 7.8958 S titanic_train NA NA NA NA NA NA NA NA
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male 29.00 0 0 349215 7.8958 S titanic_train NA NA NA NA Petroff, Mr. Pastcho (“Pentcho”) 0 29 S
103 0 1 White, Mr. Richard Frasar male 21.00 0 1 35281 77.2875 D26 S titanic_train NA NA NA NA NA NA NA NA
104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.6542 S titanic_train NA NA NA NA NA NA NA NA
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.9250 S titanic_train NA NA NA NA NA NA NA NA
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.8958 S titanic_train NA NA NA NA NA NA NA NA
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S titanic_train NA NA NA NA NA NA NA NA
108 1 3 Moss, Mr. Albert Johan male 29.00 0 0 312991 7.7750 S titanic_train NA NA NA NA Moss, Mr. Albert Johan 1 29 S
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.8958 S titanic_train NA NA NA NA NA NA NA NA
110 1 3 Moran, Miss. Bertha female 28.00 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Miss. Bertha 1 28 Q
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.0000 C110 S titanic_train NA NA NA NA NA NA NA NA
112 0 3 Zabour, Miss. Hileni female 14.50 1 0 2665 14.4542 C titanic_train NA NA NA NA NA NA NA NA
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.0500 S titanic_train NA NA NA NA NA NA NA NA
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.8250 S titanic_train NA NA NA NA NA NA NA NA
115 0 3 Attalah, Miss. Malake female 17.00 0 0 2627 14.4583 C titanic_train NA NA NA NA NA NA NA NA
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.9250 S titanic_train NA NA NA NA NA NA NA NA
117 0 3 Connors, Mr. Patrick male 70.50 0 0 370369 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
119 0 1 Baxter, Mr. Quigg Edmond male 24.00 0 1 PC 17558 247.5208 B58 B60 C titanic_train NA NA NA NA NA NA NA NA
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
122 0 3 Moore, Mr. Leonard Charles male 19.00 0 0 A4. 54510 8.0500 S titanic_train NA NA NA NA Moore, Mr. Leonard Charles 0 19 S
123 0 2 Nasser, Mr. Nicholas male 32.50 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.0000 E101 S titanic_train NA NA NA NA NA NA NA NA
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.2875 D26 S titanic_train NA NA NA NA NA NA NA NA
126 1 3 Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
127 0 3 McMahon, Mr. Martin male 19.00 0 0 370372 7.7500 Q titanic_train NA NA NA NA McMahon, Mr. Martin 0 19 Q
128 1 3 Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.1417 S titanic_train NA NA NA NA NA NA NA NA
129 1 3 Peter, Miss. Anna female 2.00 1 1 2668 22.3583 F E69 C titanic_train NA NA NA NA Peter, Miss. Anna 1 2 C
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.9750 S titanic_train NA NA NA NA NA NA NA NA
131 0 3 Drazenoic, Mr. Jozef male 33.00 0 0 349241 7.8958 C titanic_train NA NA NA NA NA NA NA NA
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S titanic_train NA NA NA NA NA NA NA NA
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.5000 S titanic_train NA NA NA NA NA NA NA NA
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S titanic_train NA NA NA NA NA NA NA NA
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.0000 S titanic_train NA NA NA NA NA NA NA NA
136 0 2 Richard, Mr. Emile male 23.00 0 0 SC/PARIS 2133 15.0458 C titanic_train NA NA NA NA NA NA NA NA
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 D47 S titanic_train NA NA NA NA NA NA NA NA
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.1000 C123 S titanic_train NA NA NA NA NA NA NA NA
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.2167 S titanic_train NA NA NA NA NA NA NA NA
140 0 1 Giglio, Mr. Victor male 24.00 0 0 PC 17593 79.2000 B86 C titanic_train NA NA NA NA NA NA NA NA
141 0 3 Boulos, Mrs. Joseph (Sultana) female 40.00 0 2 2678 15.2458 C titanic_train NA NA NA NA Boulos, Mrs. Joseph (Sultana) 0 40 C
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S titanic_train NA NA NA NA NA NA NA NA
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
144 0 3 Burke, Mr. Jeremiah male 19.00 0 0 365222 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.5000 S titanic_train NA NA NA NA NA NA NA NA
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S titanic_train NA NA NA NA NA NA NA NA
148 0 3 Ford, Miss. Robina Maggie “Ruby” female 9.00 2 2 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.0000 F2 S titanic_train NA NA NA NA NA NA NA NA
150 0 2 Byles, Rev. Thomas Roussel Davids male 42.00 0 0 244310 13.0000 S titanic_train NA NA NA NA NA NA NA NA
151 0 2 Bateman, Rev. Robert James male 51.00 0 0 S.O.P. 1166 12.5250 S titanic_train NA NA NA NA NA NA NA NA
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.6000 C2 S titanic_train NA NA NA NA NA NA NA NA
153 0 3 Meo, Mr. Alfonzo male 55.50 0 0 A.5. 11206 8.0500 S titanic_train NA NA NA NA NA NA NA NA
154 0 3 van Billiard, Mr. Austin Blyler male 40.50 0 2 A/5. 851 14.5000 S titanic_train NA NA NA NA NA NA NA NA
155 0 3 Olsen, Mr. Ole Martin male 27.00 0 0 Fa 265302 7.3125 S titanic_train NA NA NA NA Olsen, Mr. Ole Martin 0 27 S
156 0 1 Williams, Mr. Charles Duane male 51.00 0 1 PC 17597 61.3792 C titanic_train NA NA NA NA NA NA NA NA
157 1 3 Gilnagh, Miss. Katherine “Katie” female 16.00 0 0 35851 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
158 0 3 Corn, Mr. Harry male 30.00 0 0 SOTON/OQ 392090 8.0500 S titanic_train NA NA NA NA NA NA NA NA
159 0 3 Smiljanic, Mr. Mile male 37.00 0 0 315037 8.6625 S titanic_train NA NA NA NA Smiljanic, Mr. Mile 0 37 S
160 0 3 Sage, Master. Thomas Henry male 5.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Master. Thomas Henry 0 5 S
161 0 3 Cribb, Mr. John Hatfield male 44.00 0 1 371362 16.1000 S titanic_train NA NA NA NA NA NA NA NA
162 1 2 Watt, Mrs. James (Elizabeth “Bessie” Inglis Milne) female 40.00 0 0 C.A. 33595 15.7500 S titanic_train NA NA NA NA NA NA NA NA
163 0 3 Bengtsson, Mr. John Viktor male 26.00 0 0 347068 7.7750 S titanic_train NA NA NA NA NA NA NA NA
164 0 3 Calic, Mr. Jovo male 17.00 0 0 315093 8.6625 S titanic_train NA NA NA NA NA NA NA NA
165 0 3 Panula, Master. Eino Viljami male 1.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
166 1 3 Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female 48.00 0 1 113505 55.0000 E33 S titanic_train NA NA NA NA Chibnall, Mrs. (Edith Martha Bowerman) 1 48 S
168 0 3 Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45.00 1 4 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
169 0 1 Baumann, Mr. John D male 48.00 0 0 PC 17318 25.9250 S titanic_train NA NA NA NA Baumann, Mr. John D 0 48 S
170 0 3 Ling, Mr. Lee male 28.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
171 0 1 Van der hoef, Mr. Wyckoff male 61.00 0 0 111240 33.5000 B19 S titanic_train NA NA NA NA NA NA NA NA
172 0 3 Rice, Master. Arthur male 4.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
173 1 3 Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
174 0 3 Sivola, Mr. Antti Wilhelm male 21.00 0 0 STON/O 2. 3101280 7.9250 S titanic_train NA NA NA NA NA NA NA NA
175 0 1 Smith, Mr. James Clinch male 56.00 0 0 17764 30.6958 A7 C titanic_train NA NA NA NA NA NA NA NA
176 0 3 Klasen, Mr. Klas Albin male 18.00 1 1 350404 7.8542 S titanic_train NA NA NA NA NA NA NA NA
177 0 3 Lefebre, Master. Henry Forbes male 50.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Master. Henry Forbes 0 50 S
178 0 1 Isham, Miss. Ann Elizabeth female 50.00 0 0 PC 17595 28.7125 C49 C titanic_train NA NA NA NA NA NA NA NA
179 0 2 Hale, Mr. Reginald male 30.00 0 0 250653 13.0000 S titanic_train NA NA NA NA NA NA NA NA
180 0 3 Leonard, Mr. Lionel male 36.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
181 0 3 Sage, Miss. Constance Gladys female 7.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Constance Gladys 0 7 S
182 0 2 Pernot, Mr. Rene male 39.00 0 0 SC/PARIS 2131 15.0500 C titanic_train NA NA NA NA Pernot, Mr. Rene 0 39 C
183 0 3 Asplund, Master. Clarence Gustaf Hugo male 9.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
184 1 2 Becker, Master. Richard F male 1.00 2 1 230136 39.0000 F4 S titanic_train NA NA NA NA NA NA NA NA
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.0250 S titanic_train NA NA NA NA NA NA NA NA
186 0 1 Rood, Mr. Hugh Roscoe male 39.00 0 0 113767 50.0000 A32 S titanic_train NA NA NA NA Rood, Mr. Hugh Roscoe 0 39 S
187 1 3 O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) female 27.00 1 0 370365 15.5000 Q titanic_train NA NA NA NA O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) 1 27 Q
188 1 1 Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.5500 S titanic_train NA NA NA NA NA NA NA NA
189 0 3 Bourke, Mr. John male 40.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
190 0 3 Turcin, Mr. Stjepan male 36.00 0 0 349247 7.8958 S titanic_train NA NA NA NA NA NA NA NA
191 1 2 Pinsky, Mrs. (Rosa) female 32.00 0 0 234604 13.0000 S titanic_train NA NA NA NA NA NA NA NA
192 0 2 Carbines, Mr. William male 19.00 0 0 28424 13.0000 S titanic_train NA NA NA NA NA NA NA NA
193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 1 0 350046 7.8542 S titanic_train NA NA NA NA NA NA NA NA
194 1 2 Navratil, Master. Michel M male 3.00 1 1 230080 26.0000 F2 S titanic_train NA NA NA NA NA NA NA NA
195 1 1 Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 0 0 PC 17610 27.7208 B4 C titanic_train NA NA NA NA NA NA NA NA
196 1 1 Lurette, Miss. Elise female 58.00 0 0 PC 17569 146.5208 B80 C titanic_train NA NA NA NA NA NA NA NA
197 0 3 Mernagh, Mr. Robert male 28.00 0 0 368703 7.7500 Q titanic_train NA NA NA NA Mernagh, Mr. Robert 0 28 Q
198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.00 0 1 4579 8.4042 S titanic_train NA NA NA NA NA NA NA NA
199 1 3 Madigan, Miss. Margaret “Maggie” female 21.00 0 0 370370 7.7500 Q titanic_train NA NA NA NA Madigan, Miss. Margaret “Maggie” 1 21 Q
200 0 2 Yrois, Miss. Henriette (“Mrs Harbeck”) female 24.00 0 0 248747 13.0000 S titanic_train NA NA NA NA NA NA NA NA
201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.00 0 0 345770 9.5000 S titanic_train NA NA NA NA NA NA NA NA
202 0 3 Sage, Mr. Frederick male 16.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. Frederick 0 16 S
203 0 3 Johanson, Mr. Jakob Alfred male 34.00 0 0 3101264 6.4958 S titanic_train NA NA NA NA NA NA NA NA
204 0 3 Youseff, Mr. Gerious male 45.50 0 0 2628 7.2250 C titanic_train NA NA NA NA NA NA NA NA
205 1 3 Cohen, Mr. Gurshon “Gus” male 18.00 0 0 A/5 3540 8.0500 S titanic_train NA NA NA NA NA NA NA NA
206 0 3 Strom, Miss. Telma Matilda female 2.00 0 1 347054 10.4625 G6 S titanic_train NA NA NA NA NA NA NA NA
207 0 3 Backstrom, Mr. Karl Alfred male 32.00 1 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
208 1 3 Albimona, Mr. Nassef Cassem male 26.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
209 1 3 Carr, Miss. Helen “Ellen” female 16.00 0 0 367231 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
210 1 1 Blank, Mr. Henry male 40.00 0 0 112277 31.0000 A31 C titanic_train NA NA NA NA NA NA NA NA
211 0 3 Ali, Mr. Ahmed male 24.00 0 0 SOTON/O.Q. 3101311 7.0500 S titanic_train NA NA NA NA NA NA NA NA
212 1 2 Cameron, Miss. Clear Annie female 35.00 0 0 F.C.C. 13528 21.0000 S titanic_train NA NA NA NA NA NA NA NA
213 0 3 Perkin, Mr. John Henry male 22.00 0 0 A/5 21174 7.2500 S titanic_train NA NA NA NA NA NA NA NA
214 0 2 Givard, Mr. Hans Kristensen male 30.00 0 0 250646 13.0000 S titanic_train NA NA NA NA NA NA NA NA
215 0 3 Kiernan, Mr. Philip male 22.00 1 0 367229 7.7500 Q titanic_train NA NA NA NA Kiernan, Mr. Philip 0 22 Q
216 1 1 Newell, Miss. Madeleine female 31.00 1 0 35273 113.2750 D36 C titanic_train NA NA NA NA NA NA NA NA
217 1 3 Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.9250 S titanic_train NA NA NA NA NA NA NA NA
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.00 1 0 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
219 1 1 Bazzani, Miss. Albina female 32.00 0 0 11813 76.2917 D15 C titanic_train NA NA NA NA NA NA NA NA
220 0 2 Harris, Mr. Walter male 30.00 0 0 W/C 14208 10.5000 S titanic_train NA NA NA NA NA NA NA NA
221 1 3 Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.0500 S titanic_train NA NA NA NA NA NA NA NA
222 0 2 Bracken, Mr. James H male 27.00 0 0 220367 13.0000 S titanic_train NA NA NA NA NA NA NA NA
223 0 3 Green, Mr. George Henry male 51.00 0 0 21440 8.0500 S titanic_train NA NA NA NA NA NA NA NA
224 0 3 Nenkoff, Mr. Christo male 22.00 0 0 349234 7.8958 S titanic_train NA NA NA NA Nenkoff, Mr. Christo 0 22 S
225 1 1 Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.0000 C93 S titanic_train NA NA NA NA NA NA NA NA
226 0 3 Berglund, Mr. Karl Ivar Sven male 22.00 0 0 PP 4348 9.3500 S titanic_train NA NA NA NA NA NA NA NA
227 1 2 Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.5000 S titanic_train NA NA NA NA NA NA NA NA
228 0 3 Lovell, Mr. John Hall (“Henry”) male 20.50 0 0 A/5 21173 7.2500 S titanic_train NA NA NA NA NA NA NA NA
229 0 2 Fahlstrom, Mr. Arne Jonas male 18.00 0 0 236171 13.0000 S titanic_train NA NA NA NA NA NA NA NA
230 0 3 Lefebre, Miss. Mathilde female 12.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Mathilde 0 12 S
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.4750 C83 S titanic_train NA NA NA NA NA NA NA NA
232 0 3 Larsson, Mr. Bengt Edvin male 29.00 0 0 347067 7.7750 S titanic_train NA NA NA NA NA NA NA NA
233 0 2 Sjostedt, Mr. Ernst Adolf male 59.00 0 0 237442 13.5000 S titanic_train NA NA NA NA NA NA NA NA
234 1 3 Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
235 0 2 Leyson, Mr. Robert William Norman male 24.00 0 0 C.A. 29566 10.5000 S titanic_train NA NA NA NA NA NA NA NA
236 0 3 Harknett, Miss. Alice Phoebe female 21.00 0 0 W./C. 6609 7.5500 S titanic_train NA NA NA NA Harknett, Miss. Alice Phoebe 0 21 S
237 0 2 Hold, Mr. Stephen male 44.00 1 0 26707 26.0000 S titanic_train NA NA NA NA NA NA NA NA
238 1 2 Collyer, Miss. Marjorie “Lottie” female 8.00 0 2 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
239 0 2 Pengelly, Mr. Frederick William male 19.00 0 0 28665 10.5000 S titanic_train NA NA NA NA NA NA NA NA
240 0 2 Hunt, Mr. George Henry male 33.00 0 0 SCO/W 1585 12.2750 S titanic_train NA NA NA NA NA NA NA NA
241 0 3 Zabour, Miss. Thamine female 19.00 1 0 2665 14.4542 C titanic_train NA NA NA NA Zabour, Miss. Thamine 0 19 C
242 1 3 Murphy, Miss. Katherine “Kate” female 18.00 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Katherine “Kate” 1 18 Q
243 0 2 Coleridge, Mr. Reginald Charles male 29.00 0 0 W./C. 14263 10.5000 S titanic_train NA NA NA NA NA NA NA NA
244 0 3 Maenpaa, Mr. Matti Alexanteri male 22.00 0 0 STON/O 2. 3101275 7.1250 S titanic_train NA NA NA NA NA NA NA NA
245 0 3 Attalah, Mr. Sleiman male 30.00 0 0 2694 7.2250 C titanic_train NA NA NA NA NA NA NA NA
246 0 1 Minahan, Dr. William Edward male 44.00 2 0 19928 90.0000 C78 Q titanic_train NA NA NA NA NA NA NA NA
247 0 3 Lindahl, Miss. Agda Thorilda Viktoria female 25.00 0 0 347071 7.7750 S titanic_train NA NA NA NA NA NA NA NA
248 1 2 Hamalainen, Mrs. William (Anna) female 24.00 0 2 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
249 1 1 Beckwith, Mr. Richard Leonard male 37.00 1 1 11751 52.5542 D35 S titanic_train NA NA NA NA NA NA NA NA
250 0 2 Carter, Rev. Ernest Courtenay male 54.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
251 0 3 Reed, Mr. James George male 18.00 0 0 362316 7.2500 S titanic_train NA NA NA NA Reed, Mr. James George 0 18 S
252 0 3 Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29.00 1 1 347054 10.4625 G6 S titanic_train NA NA NA NA NA NA NA NA
253 0 1 Stead, Mr. William Thomas male 62.00 0 0 113514 26.5500 C87 S titanic_train NA NA NA NA NA NA NA NA
254 0 3 Lobb, Mr. William Arthur male 30.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.00 0 2 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.00 0 2 2650 15.2458 C titanic_train NA NA NA NA NA NA NA NA
257 1 1 Thorne, Mrs. Gertrude Maybelle female 37.00 0 0 PC 17585 79.2000 C titanic_train NA NA NA NA Thorne, Mrs. Gertrude Maybelle 1 37 C
258 1 1 Cherry, Miss. Gladys female 30.00 0 0 110152 86.5000 B77 S titanic_train NA NA NA NA NA NA NA NA
259 1 1 Ward, Miss. Anna female 35.00 0 0 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
260 1 2 Parrish, Mrs. (Lutie Davis) female 50.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
261 0 3 Smith, Mr. Thomas male 26.00 0 0 384461 7.7500 Q titanic_train NA NA NA NA Smith, Mr. Thomas 0 26 Q
262 1 3 Asplund, Master. Edvin Rojj Felix male 3.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
263 0 1 Taussig, Mr. Emil male 52.00 1 1 110413 79.6500 E67 S titanic_train NA NA NA NA NA NA NA NA
264 0 1 Harrison, Mr. William male 40.00 0 0 112059 0.0000 B94 S titanic_train NA NA NA NA NA NA NA NA
265 0 3 Henry, Miss. Delia female 22.00 0 0 382649 7.7500 Q titanic_train NA NA NA NA Henry, Miss. Delia 0 22 Q
266 0 2 Reeves, Mr. David male 36.00 0 0 C.A. 17248 10.5000 S titanic_train NA NA NA NA NA NA NA NA
267 0 3 Panula, Mr. Ernesti Arvid male 16.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
268 1 3 Persson, Mr. Ernst Ulrik male 25.00 1 0 347083 7.7750 S titanic_train NA NA NA NA NA NA NA NA
269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.00 0 1 PC 17582 153.4625 C125 S titanic_train NA NA NA NA NA NA NA NA
270 1 1 Bissette, Miss. Amelia female 35.00 0 0 PC 17760 135.6333 C99 S titanic_train NA NA NA NA NA NA NA NA
271 0 1 Cairns, Mr. Alexander male 28.00 0 0 113798 31.0000 S titanic_train NA NA NA NA Cairns, Mr. Alexander 0 28 S
272 1 3 Tornquist, Mr. William Henry male 25.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
274 0 1 Natsch, Mr. Charles H male 37.00 0 1 PC 17596 29.7000 C118 C titanic_train NA NA NA NA NA NA NA NA
275 1 3 Healy, Miss. Hanora “Nora” female 33.00 0 0 370375 7.7500 Q titanic_train NA NA NA NA Healy, Miss. Hanora “Nora” 1 33 Q
276 1 1 Andrews, Miss. Kornelia Theodosia female 63.00 1 0 13502 77.9583 D7 S titanic_train NA NA NA NA NA NA NA NA
277 0 3 Lindblom, Miss. Augusta Charlotta female 45.00 0 0 347073 7.7500 S titanic_train NA NA NA NA NA NA NA NA
278 0 2 Parkes, Mr. Francis “Frank” male 21.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Parkes, Mr. Francis “Frank” 0 21 S
279 0 3 Rice, Master. Eric male 7.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
281 0 3 Duane, Mr. Frank male 65.00 0 0 336439 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
282 0 3 Olsson, Mr. Nils Johan Goransson male 28.00 0 0 347464 7.8542 S titanic_train NA NA NA NA NA NA NA NA
283 0 3 de Pelsmaeker, Mr. Alfons male 16.00 0 0 345778 9.5000 S titanic_train NA NA NA NA NA NA NA NA
284 1 3 Dorking, Mr. Edward Arthur male 19.00 0 0 A/5. 10482 8.0500 S titanic_train NA NA NA NA NA NA NA NA
285 0 1 Smith, Mr. Richard William male 57.00 0 0 113056 26.0000 A19 S titanic_train NA NA NA NA Smith, Mr. Richard William 0 57 S
286 0 3 Stankovic, Mr. Ivan male 33.00 0 0 349239 8.6625 C titanic_train NA NA NA NA NA NA NA NA
287 1 3 de Mulder, Mr. Theodore male 30.00 0 0 345774 9.5000 S titanic_train NA NA NA NA NA NA NA NA
288 0 3 Naidenoff, Mr. Penko male 22.00 0 0 349206 7.8958 S titanic_train NA NA NA NA NA NA NA NA
289 1 2 Hosono, Mr. Masabumi male 42.00 0 0 237798 13.0000 S titanic_train NA NA NA NA NA NA NA NA
290 1 3 Connolly, Miss. Kate female 22.00 0 0 370373 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
291 1 1 Barber, Miss. Ellen “Nellie” female 26.00 0 0 19877 78.8500 S titanic_train NA NA NA NA NA NA NA NA
292 1 1 Bishop, Mrs. Dickinson H (Helen Walton) female 19.00 1 0 11967 91.0792 B49 C titanic_train NA NA NA NA NA NA NA NA
293 0 2 Levy, Mr. Rene Jacques male 36.00 0 0 SC/Paris 2163 12.8750 D C titanic_train NA NA NA NA NA NA NA NA
294 0 3 Haas, Miss. Aloisia female 24.00 0 0 349236 8.8500 S titanic_train NA NA NA NA NA NA NA NA
295 0 3 Mineff, Mr. Ivan male 24.00 0 0 349233 7.8958 S titanic_train NA NA NA NA NA NA NA NA
296 0 1 Lewy, Mr. Ervin G male 30.00 0 0 PC 17612 27.7208 C titanic_train NA NA NA NA Lewy, Mr. Ervin G 0 30 C
297 0 3 Hanna, Mr. Mansour male 23.50 0 0 2693 7.2292 C titanic_train NA NA NA NA NA NA NA NA
298 0 1 Allison, Miss. Helen Loraine female 2.00 1 2 113781 151.5500 C22 C26 S titanic_train NA NA NA NA NA NA NA NA
299 1 1 Saalfeld, Mr. Adolphe male 47.00 0 0 19988 30.5000 C106 S titanic_train NA NA NA NA Saalfeld, Mr. Adolphe 1 47 S
300 1 1 Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.00 0 1 PC 17558 247.5208 B58 B60 C titanic_train NA NA NA NA NA NA NA NA
301 1 3 Kelly, Miss. Anna Katherine “Annie Kate” female 20.00 0 0 9234 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Anna Katherine “Annie Kate” 1 20 Q
302 1 3 McCoy, Mr. Bernard male 24.00 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Mr. Bernard 1 24 Q
303 0 3 Johnson, Mr. William Cahoone Jr male 19.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
304 1 2 Keane, Miss. Nora A female 46.00 0 0 226593 12.3500 E101 Q titanic_train NA NA NA NA Keane, Miss. Nora A 1 46 Q
305 0 3 Williams, Mr. Howard Hugh “Harry” male 28.00 0 0 A/5 2466 8.0500 S titanic_train NA NA NA NA Williams, Mr. Howard Hugh “Harry” 0 28 S
306 1 1 Allison, Master. Hudson Trevor male 0.92 1 2 113781 151.5500 C22 C26 S titanic_train NA NA NA NA NA NA NA NA
307 1 1 Fleming, Miss. Margaret female 42.00 0 0 17421 110.8833 C titanic_train NA NA NA NA Fleming, Miss. Margaret 1 42 C
308 1 1 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.00 1 0 PC 17758 108.9000 C65 C titanic_train NA NA NA NA NA NA NA NA
309 0 2 Abelson, Mr. Samuel male 30.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
310 1 1 Francatelli, Miss. Laura Mabel female 30.00 0 0 PC 17485 56.9292 E36 C titanic_train NA NA NA NA NA NA NA NA
311 1 1 Hays, Miss. Margaret Bechstein female 24.00 0 0 11767 83.1583 C54 C titanic_train NA NA NA NA NA NA NA NA
312 1 1 Ryerson, Miss. Emily Borie female 18.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_train NA NA NA NA NA NA NA NA
313 0 2 Lahtinen, Mrs. William (Anna Sylfven) female 26.00 1 1 250651 26.0000 S titanic_train NA NA NA NA NA NA NA NA
314 0 3 Hendekovic, Mr. Ignjac male 28.00 0 0 349243 7.8958 S titanic_train NA NA NA NA NA NA NA NA
315 0 2 Hart, Mr. Benjamin male 43.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
316 1 3 Nilsson, Miss. Helmina Josefina female 26.00 0 0 347470 7.8542 S titanic_train NA NA NA NA NA NA NA NA
317 1 2 Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
318 0 2 Moraweck, Dr. Ernest male 54.00 0 0 29011 14.0000 S titanic_train NA NA NA NA NA NA NA NA
319 1 1 Wick, Miss. Mary Natalie female 31.00 0 2 36928 164.8667 C7 S titanic_train NA NA NA NA NA NA NA NA
320 1 1 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40.00 1 1 16966 134.5000 E34 C titanic_train NA NA NA NA NA NA NA NA
321 0 3 Dennis, Mr. Samuel male 22.00 0 0 A/5 21172 7.2500 S titanic_train NA NA NA NA NA NA NA NA
322 0 3 Danoff, Mr. Yoto male 27.00 0 0 349219 7.8958 S titanic_train NA NA NA NA NA NA NA NA
323 1 2 Slayter, Miss. Hilda Mary female 30.00 0 0 234818 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
324 1 2 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 1 1 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
325 0 3 Sage, Mr. George John Jr male 19.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. George John Jr 0 19 S
326 1 1 Young, Miss. Marie Grice female 36.00 0 0 PC 17760 135.6333 C32 C titanic_train NA NA NA NA NA NA NA NA
327 0 3 Nysveen, Mr. Johan Hansen male 61.00 0 0 345364 6.2375 S titanic_train NA NA NA NA NA NA NA NA
328 1 2 Ball, Mrs. (Ada E Hall) female 36.00 0 0 28551 13.0000 D S titanic_train NA NA NA NA NA NA NA NA
329 1 3 Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
330 1 1 Hippach, Miss. Jean Gertrude female 16.00 0 1 111361 57.9792 B18 C titanic_train NA NA NA NA NA NA NA NA
331 1 3 McCoy, Miss. Agnes female 29.00 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Miss. Agnes 1 29 Q
332 0 1 Partner, Mr. Austen male 45.50 0 0 113043 28.5000 C124 S titanic_train NA NA NA NA NA NA NA NA
333 0 1 Graham, Mr. George Edward male 38.00 0 1 PC 17582 153.4625 C91 S titanic_train NA NA NA NA NA NA NA NA
334 0 3 Vander Planke, Mr. Leo Edmondus male 16.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female 42.00 1 0 PC 17611 133.6500 S titanic_train NA NA NA NA Frauenthal, Mrs. Henry William (Clara Heinsheimer) 1 42 S
336 0 3 Denkoff, Mr. Mitto male 30.00 0 0 349225 7.8958 S titanic_train NA NA NA NA Denkoff, Mr. Mitto 0 30 S
337 0 1 Pears, Mr. Thomas Clinton male 29.00 1 0 113776 66.6000 C2 S titanic_train NA NA NA NA NA NA NA NA
338 1 1 Burns, Miss. Elizabeth Margaret female 41.00 0 0 16966 134.5000 E40 C titanic_train NA NA NA NA NA NA NA NA
339 1 3 Dahl, Mr. Karl Edwart male 45.00 0 0 7598 8.0500 S titanic_train NA NA NA NA NA NA NA NA
340 0 1 Blackwell, Mr. Stephen Weart male 45.00 0 0 113784 35.5000 T S titanic_train NA NA NA NA NA NA NA NA
341 1 2 Navratil, Master. Edmond Roger male 2.00 1 1 230080 26.0000 F2 S titanic_train NA NA NA NA NA NA NA NA
342 1 1 Fortune, Miss. Alice Elizabeth female 24.00 3 2 19950 263.0000 C23 C25 C27 S titanic_train NA NA NA NA NA NA NA NA
343 0 2 Collander, Mr. Erik Gustaf male 28.00 0 0 248740 13.0000 S titanic_train NA NA NA NA NA NA NA NA
344 0 2 Sedgwick, Mr. Charles Frederick Waddington male 25.00 0 0 244361 13.0000 S titanic_train NA NA NA NA NA NA NA NA
345 0 2 Fox, Mr. Stanley Hubert male 36.00 0 0 229236 13.0000 S titanic_train NA NA NA NA NA NA NA NA
346 1 2 Brown, Miss. Amelia “Mildred” female 24.00 0 0 248733 13.0000 F33 S titanic_train NA NA NA NA NA NA NA NA
347 1 2 Smith, Miss. Marion Elsie female 40.00 0 0 31418 13.0000 S titanic_train NA NA NA NA NA NA NA NA
348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female 32.00 1 0 386525 16.1000 S titanic_train NA NA NA NA Davison, Mrs. Thomas Henry (Mary E Finck) 1 32 S
349 1 3 Coutts, Master. William Loch “William” male 3.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
350 0 3 Dimic, Mr. Jovan male 42.00 0 0 315088 8.6625 S titanic_train NA NA NA NA NA NA NA NA
351 0 3 Odahl, Mr. Nils Martin male 23.00 0 0 7267 9.2250 S titanic_train NA NA NA NA NA NA NA NA
352 0 1 Williams-Lambert, Mr. Fletcher Fellows male 43.00 0 0 113510 35.0000 C128 S titanic_train NA NA NA NA Williams-Lambert, Mr. Fletcher Fellows 0 43 S
353 0 3 Elias, Mr. Tannous male 15.00 1 1 2695 7.2292 C titanic_train NA NA NA NA NA NA NA NA
354 0 3 Arnold-Franchi, Mr. Josef male 25.00 1 0 349237 17.8000 S titanic_train NA NA NA NA NA NA NA NA
355 0 3 Yousif, Mr. Wazli male 23.00 0 0 2647 7.2250 C titanic_train NA NA NA NA Yousif, Mr. Wazli 0 23 C
356 0 3 Vanden Steen, Mr. Leo Peter male 28.00 0 0 345783 9.5000 S titanic_train NA NA NA NA NA NA NA NA
357 1 1 Bowerman, Miss. Elsie Edith female 22.00 0 1 113505 55.0000 E33 S titanic_train NA NA NA NA NA NA NA NA
358 0 2 Funk, Miss. Annie Clemmer female 38.00 0 0 237671 13.0000 S titanic_train NA NA NA NA NA NA NA NA
359 1 3 McGovern, Miss. Mary female 20.00 0 0 330931 7.8792 Q titanic_train NA NA NA NA McGovern, Miss. Mary 1 20 Q
360 1 3 Mockler, Miss. Helen Mary “Ellie” female 23.00 0 0 330980 7.8792 Q titanic_train NA NA NA NA Mockler, Miss. Helen Mary “Ellie” 1 23 Q
361 0 3 Skoog, Mr. Wilhelm male 40.00 1 4 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
362 0 2 del Carlo, Mr. Sebastiano male 29.00 1 0 SC/PARIS 2167 27.7208 C titanic_train NA NA NA NA NA NA NA NA
363 0 3 Barbara, Mrs. (Catherine David) female 45.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
364 0 3 Asim, Mr. Adola male 35.00 0 0 SOTON/O.Q. 3101310 7.0500 S titanic_train NA NA NA NA NA NA NA NA
365 0 3 O’Brien, Mr. Thomas male 26.00 1 0 370365 15.5000 Q titanic_train NA NA NA NA O’Brien, Mr. Thomas 0 26 Q
366 0 3 Adahl, Mr. Mauritz Nils Martin male 30.00 0 0 C 7076 7.2500 S titanic_train NA NA NA NA NA NA NA NA
367 1 1 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.00 1 0 110813 75.2500 D37 C titanic_train NA NA NA NA NA NA NA NA
368 1 3 Moussa, Mrs. (Mantoura Boulos) female 52.00 0 0 2626 7.2292 C titanic_train NA NA NA NA Moussa, Mrs. (Mantoura Boulos) 1 52 C
369 1 3 Jermyn, Miss. Annie female 26.00 0 0 14313 7.7500 Q titanic_train NA NA NA NA Jermyn, Miss. Annie 1 26 Q
370 1 1 Aubart, Mme. Leontine Pauline female 24.00 0 0 PC 17477 69.3000 B35 C titanic_train NA NA NA NA NA NA NA NA
371 1 1 Harder, Mr. George Achilles male 25.00 1 0 11765 55.4417 E50 C titanic_train NA NA NA NA NA NA NA NA
372 0 3 Wiklund, Mr. Jakob Alfred male 18.00 1 0 3101267 6.4958 S titanic_train NA NA NA NA NA NA NA NA
373 0 3 Beavan, Mr. William Thomas male 19.00 0 0 323951 8.0500 S titanic_train NA NA NA NA NA NA NA NA
374 0 1 Ringhini, Mr. Sante male 22.00 0 0 PC 17760 135.6333 C titanic_train NA NA NA NA NA NA NA NA
375 0 3 Palsson, Miss. Stina Viola female 3.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
376 1 1 Meyer, Mrs. Edgar Joseph (Leila Saks) female 25.00 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA Meyer, Mrs. Edgar Joseph (Leila Saks) 1 25 C
377 1 3 Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.2500 S titanic_train NA NA NA NA NA NA NA NA
378 0 1 Widener, Mr. Harry Elkins male 27.00 0 2 113503 211.5000 C82 C titanic_train NA NA NA NA NA NA NA NA
379 0 3 Betros, Mr. Tannous male 20.00 0 0 2648 4.0125 C titanic_train NA NA NA NA NA NA NA NA
380 0 3 Gustafsson, Mr. Karl Gideon male 19.00 0 0 347069 7.7750 S titanic_train NA NA NA NA NA NA NA NA
381 1 1 Bidois, Miss. Rosalie female 42.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
382 1 3 Nakid, Miss. Maria (“Mary”) female 1.00 0 2 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
383 0 3 Tikkanen, Mr. Juho male 32.00 0 0 STON/O 2. 3101293 7.9250 S titanic_train NA NA NA NA NA NA NA NA
384 1 1 Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
385 0 3 Plotcharsky, Mr. Vasil male 27.00 0 0 349227 7.8958 S titanic_train NA NA NA NA Plotcharsky, Mr. Vasil 0 27 S
386 0 2 Davies, Mr. Charles Henry male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
387 0 3 Goodwin, Master. Sidney Leonard male 1.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
388 1 2 Buss, Miss. Kate female 36.00 0 0 27849 13.0000 S titanic_train NA NA NA NA NA NA NA NA
389 0 3 Sadlier, Mr. Matthew male 19.00 0 0 367655 7.7292 Q titanic_train NA NA NA NA Sadlier, Mr. Matthew 0 19 Q
390 1 2 Lehmann, Miss. Bertha female 17.00 0 0 SC 1748 12.0000 C titanic_train NA NA NA NA NA NA NA NA
391 1 1 Carter, Mr. William Ernest male 36.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
392 1 3 Jansson, Mr. Carl Olof male 21.00 0 0 350034 7.7958 S titanic_train NA NA NA NA NA NA NA NA
393 0 3 Gustafsson, Mr. Johan Birger male 28.00 2 0 3101277 7.9250 S titanic_train NA NA NA NA NA NA NA NA
394 1 1 Newell, Miss. Marjorie female 23.00 1 0 35273 113.2750 D36 C titanic_train NA NA NA NA NA NA NA NA
395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 0 2 PP 9549 16.7000 G6 S titanic_train NA NA NA NA NA NA NA NA
396 0 3 Johansson, Mr. Erik male 22.00 0 0 350052 7.7958 S titanic_train NA NA NA NA NA NA NA NA
397 0 3 Olsson, Miss. Elina female 31.00 0 0 350407 7.8542 S titanic_train NA NA NA NA NA NA NA NA
398 0 2 McKane, Mr. Peter David male 46.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
399 0 2 Pain, Dr. Alfred male 23.00 0 0 244278 10.5000 S titanic_train NA NA NA NA NA NA NA NA
400 1 2 Trout, Mrs. William H (Jessie L) female 28.00 0 0 240929 12.6500 S titanic_train NA NA NA NA NA NA NA NA
401 1 3 Niskanen, Mr. Juha male 39.00 0 0 STON/O 2. 3101289 7.9250 S titanic_train NA NA NA NA NA NA NA NA
402 0 3 Adams, Mr. John male 26.00 0 0 341826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
403 0 3 Jussila, Miss. Mari Aina female 21.00 1 0 4137 9.8250 S titanic_train NA NA NA NA NA NA NA NA
404 0 3 Hakkarainen, Mr. Pekka Pietari male 28.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
405 0 3 Oreskovic, Miss. Marija female 20.00 0 0 315096 8.6625 S titanic_train NA NA NA NA NA NA NA NA
406 0 2 Gale, Mr. Shadrach male 34.00 1 0 28664 21.0000 S titanic_train NA NA NA NA NA NA NA NA
407 0 3 Widegren, Mr. Carl/Charles Peter male 51.00 0 0 347064 7.7500 S titanic_train NA NA NA NA NA NA NA NA
408 1 2 Richards, Master. William Rowe male 3.00 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.00 0 0 312992 7.7750 S titanic_train NA NA NA NA NA NA NA NA
410 0 3 Lefebre, Miss. Ida female 3.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Ida 0 3 S
411 0 3 Sdycoff, Mr. Todor male 42.00 0 0 349222 7.8958 S titanic_train NA NA NA NA Sdycoff, Mr. Todor 0 42 S
412 0 3 Hart, Mr. Henry male 30.00 0 0 394140 6.8583 Q titanic_train NA NA NA NA Hart, Mr. Henry 0 30 Q
413 1 1 Minahan, Miss. Daisy E female 33.00 1 0 19928 90.0000 C78 Q titanic_train NA NA NA NA NA NA NA NA
414 0 2 Cunningham, Mr. Alfred Fleming male 21.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Cunningham, Mr. Alfred Fleming 0 21 S
415 1 3 Sundman, Mr. Johan Julian male 44.00 0 0 STON/O 2. 3101269 7.9250 S titanic_train NA NA NA NA NA NA NA NA
416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female 32.00 0 0 343095 8.0500 S titanic_train NA NA NA NA Meek, Mrs. Thomas (Annie Louise Rowley) 0 32 S
417 1 2 Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 1 1 28220 32.5000 S titanic_train NA NA NA NA NA NA NA NA
418 1 2 Silven, Miss. Lyyli Karoliina female 18.00 0 2 250652 13.0000 S titanic_train NA NA NA NA NA NA NA NA
419 0 2 Matthews, Mr. William John male 30.00 0 0 28228 13.0000 S titanic_train NA NA NA NA NA NA NA NA
420 0 3 Van Impe, Miss. Catharina female 10.00 0 2 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
421 0 3 Gheorgheff, Mr. Stanio male 28.00 0 0 349254 7.8958 C titanic_train NA NA NA NA Gheorgheff, Mr. Stanio 0 NA C
422 0 3 Charters, Mr. David male 21.00 0 0 A/5. 13032 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
423 0 3 Zimmerman, Mr. Leo male 29.00 0 0 315082 7.8750 S titanic_train NA NA NA NA NA NA NA NA
424 0 3 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
425 0 3 Rosblom, Mr. Viktor Richard male 18.00 1 1 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
426 0 3 Wiseman, Mr. Phillippe male 53.00 0 0 A/4. 34244 7.2500 S titanic_train NA NA NA NA Wiseman, Mr. Phillippe 0 53 S
427 1 2 Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 1 0 2003 26.0000 S titanic_train NA NA NA NA NA NA NA NA
428 1 2 Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
429 0 3 Flynn, Mr. James male 28.00 0 0 364851 7.7500 Q titanic_train NA NA NA NA Flynn, Mr. James 0 28 Q
430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32.00 0 0 SOTON/O.Q. 392078 8.0500 E10 S titanic_train NA NA NA NA NA NA NA NA
431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 0 0 110564 26.5500 C52 S titanic_train NA NA NA NA NA NA NA NA
432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female 32.00 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mrs. Percival (Florence Kate White) 1 32 S
433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 1 0 SC/AH 3085 26.0000 S titanic_train NA NA NA NA NA NA NA NA
434 0 3 Kallio, Mr. Nikolai Erland male 17.00 0 0 STON/O 2. 3101274 7.1250 S titanic_train NA NA NA NA NA NA NA NA
435 0 1 Silvey, Mr. William Baird male 50.00 1 0 13507 55.9000 E44 S titanic_train NA NA NA NA NA NA NA NA
436 1 1 Carter, Miss. Lucile Polk female 14.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
437 0 3 Ford, Miss. Doolina Margaret “Daisy” female 21.00 2 2 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24.00 2 3 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
439 0 1 Fortune, Mr. Mark male 64.00 1 4 19950 263.0000 C23 C25 C27 S titanic_train NA NA NA NA NA NA NA NA
440 0 2 Kvillner, Mr. Johan Henrik Johannesson male 31.00 0 0 C.A. 18723 10.5000 S titanic_train NA NA NA NA NA NA NA NA
441 1 2 Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
442 0 3 Hampe, Mr. Leon male 20.00 0 0 345769 9.5000 S titanic_train NA NA NA NA NA NA NA NA
443 0 3 Petterson, Mr. Johan Emil male 25.00 1 0 347076 7.7750 S titanic_train NA NA NA NA NA NA NA NA
444 1 2 Reynaldo, Ms. Encarnacion female 28.00 0 0 230434 13.0000 S titanic_train NA NA NA NA NA NA NA NA
445 1 3 Johannesen-Bratthammer, Mr. Bernt male 29.00 0 0 65306 8.1125 S titanic_train NA NA NA NA Johannesen-Bratthammer, Mr. Bernt 1 29 S
446 1 1 Dodge, Master. Washington male 4.00 0 2 33638 81.8583 A34 S titanic_train NA NA NA NA NA NA NA NA
447 1 2 Mellinger, Miss. Madeleine Violet female 13.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
448 1 1 Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.5500 S titanic_train NA NA NA NA NA NA NA NA
449 1 3 Baclini, Miss. Marie Catherine female 5.00 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
450 1 1 Peuchen, Major. Arthur Godfrey male 52.00 0 0 113786 30.5000 C104 S titanic_train NA NA NA NA NA NA NA NA
451 0 2 West, Mr. Edwy Arthur male 36.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
452 0 3 Hagland, Mr. Ingvald Olai Olsen male 28.00 1 0 65303 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Ingvald Olai Olsen 0 28 S
453 0 1 Foreman, Mr. Benjamin Laventall male 30.00 0 0 113051 27.7500 C111 C titanic_train NA NA NA NA NA NA NA NA
454 1 1 Goldenberg, Mr. Samuel L male 49.00 1 0 17453 89.1042 C92 C titanic_train NA NA NA NA NA NA NA NA
455 0 3 Peduzzi, Mr. Joseph male 24.00 0 0 A/5 2817 8.0500 S titanic_train NA NA NA NA Peduzzi, Mr. Joseph 0 24 S
456 1 3 Jalsevac, Mr. Ivan male 29.00 0 0 349240 7.8958 C titanic_train NA NA NA NA NA NA NA NA
457 0 1 Millet, Mr. Francis Davis male 65.00 0 0 13509 26.5500 E38 S titanic_train NA NA NA NA NA NA NA NA
458 1 1 Kenyon, Mrs. Frederick R (Marion) female 40.00 1 0 17464 51.8625 D21 S titanic_train NA NA NA NA Kenyon, Mrs. Frederick R (Marion) 1 40 S
459 1 2 Toomey, Miss. Ellen female 50.00 0 0 F.C.C. 13531 10.5000 S titanic_train NA NA NA NA NA NA NA NA
460 0 3 O’Connor, Mr. Maurice male 15.00 0 0 371060 7.7500 Q titanic_train NA NA NA NA O’Connor, Mr. Maurice 0 15 Q
461 1 1 Anderson, Mr. Harry male 48.00 0 0 19952 26.5500 E12 S titanic_train NA NA NA NA NA NA NA NA
462 0 3 Morley, Mr. William male 34.00 0 0 364506 8.0500 S titanic_train NA NA NA NA NA NA NA NA
463 0 1 Gee, Mr. Arthur H male 47.00 0 0 111320 38.5000 E63 S titanic_train NA NA NA NA NA NA NA NA
464 0 2 Milling, Mr. Jacob Christian male 48.00 0 0 234360 13.0000 S titanic_train NA NA NA NA NA NA NA NA
465 0 3 Maisner, Mr. Simon male 34.00 0 0 A/S 2816 8.0500 S titanic_train NA NA NA NA Maisner, Mr. Simon 0 34 S
466 0 3 Goncalves, Mr. Manuel Estanslas male 38.00 0 0 SOTON/O.Q. 3101306 7.0500 S titanic_train NA NA NA NA NA NA NA NA
467 0 2 Campbell, Mr. William male 20.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Campbell, Mr. William 0 20 S
468 0 1 Smart, Mr. John Montgomery male 56.00 0 0 113792 26.5500 S titanic_train NA NA NA NA NA NA NA NA
469 0 3 Scanlan, Mr. James male 20.00 0 0 36209 7.7250 Q titanic_train NA NA NA NA Scanlan, Mr. James 0 20 Q
470 1 3 Baclini, Miss. Helene Barbara female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
471 0 3 Keefe, Mr. Arthur male 44.00 0 0 323592 7.2500 S titanic_train NA NA NA NA Keefe, Mr. Arthur 0 44 S
472 0 3 Cacic, Mr. Luka male 38.00 0 0 315089 8.6625 S titanic_train NA NA NA NA NA NA NA NA
473 1 2 West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
474 1 2 Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.00 0 0 SC/AH Basle 541 13.7917 D C titanic_train NA NA NA NA NA NA NA NA
475 0 3 Strandberg, Miss. Ida Sofia female 22.00 0 0 7553 9.8375 S titanic_train NA NA NA NA NA NA NA NA
476 0 1 Clifford, Mr. George Quincy male 40.00 0 0 110465 52.0000 A14 S titanic_train NA NA NA NA Clifford, Mr. George Quincy 0 40 S
477 0 2 Renouf, Mr. Peter Henry male 34.00 1 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
478 0 3 Braund, Mr. Lewis Richard male 29.00 1 0 3460 7.0458 S titanic_train NA NA NA NA NA NA NA NA
479 0 3 Karlsson, Mr. Nils August male 22.00 0 0 350060 7.5208 S titanic_train NA NA NA NA NA NA NA NA
480 1 3 Hirvonen, Miss. Hildur E female 2.00 0 1 3101298 12.2875 S titanic_train NA NA NA NA NA NA NA NA
481 0 3 Goodwin, Master. Harold Victor male 9.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
482 0 2 Frost, Mr. Anthony Wood “Archie” male 38.00 0 0 239854 0.0000 S titanic_train NA NA NA NA Frost, Mr. Anthony Wood “Archie” 0 38 S
483 0 3 Rouse, Mr. Richard Henry male 50.00 0 0 A/5 3594 8.0500 S titanic_train NA NA NA NA NA NA NA NA
484 1 3 Turkula, Mrs. (Hedwig) female 63.00 0 0 4134 9.5875 S titanic_train NA NA NA NA NA NA NA NA
485 1 1 Bishop, Mr. Dickinson H male 25.00 1 0 11967 91.0792 B49 C titanic_train NA NA NA NA NA NA NA NA
486 0 3 Lefebre, Miss. Jeannie female 8.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Jeannie 0 8 S
487 1 1 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 1 0 19943 90.0000 C93 S titanic_train NA NA NA NA NA NA NA NA
488 0 1 Kent, Mr. Edward Austin male 58.00 0 0 11771 29.7000 B37 C titanic_train NA NA NA NA NA NA NA NA
489 0 3 Somerton, Mr. Francis William male 30.00 0 0 A.5. 18509 8.0500 S titanic_train NA NA NA NA NA NA NA NA
490 1 3 Coutts, Master. Eden Leslie “Neville” male 9.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male 19.00 1 0 65304 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Konrad Mathias Reiersen 0 19 S
492 0 3 Windelov, Mr. Einar male 21.00 0 0 SOTON/OQ 3101317 7.2500 S titanic_train NA NA NA NA NA NA NA NA
493 0 1 Molson, Mr. Harry Markland male 55.00 0 0 113787 30.5000 C30 S titanic_train NA NA NA NA NA NA NA NA
494 0 1 Artagaveytia, Mr. Ramon male 71.00 0 0 PC 17609 49.5042 C titanic_train NA NA NA NA NA NA NA NA
495 0 3 Stanley, Mr. Edward Roland male 21.00 0 0 A/4 45380 8.0500 S titanic_train NA NA NA NA NA NA NA NA
496 0 3 Yousseff, Mr. Gerious male 45.00 0 0 2627 14.4583 C titanic_train NA NA NA NA Yousseff, Mr. Gerious 0 45 C
497 1 1 Eustis, Miss. Elizabeth Mussey female 54.00 1 0 36947 78.2667 D20 C titanic_train NA NA NA NA NA NA NA NA
498 0 3 Shellard, Mr. Frederick William male 55.00 0 0 C.A. 6212 15.1000 S titanic_train NA NA NA NA Shellard, Mr. Frederick William 0 55 S
499 0 1 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25.00 1 2 113781 151.5500 C22 C26 S titanic_train NA NA NA NA NA NA NA NA
500 0 3 Svensson, Mr. Olof male 24.00 0 0 350035 7.7958 S titanic_train NA NA NA NA NA NA NA NA
501 0 3 Calic, Mr. Petar male 17.00 0 0 315086 8.6625 S titanic_train NA NA NA NA NA NA NA NA
502 0 3 Canavan, Miss. Mary female 21.00 0 0 364846 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
503 0 3 O’Sullivan, Miss. Bridget Mary female 21.00 0 0 330909 7.6292 Q titanic_train NA NA NA NA O’Sullivan, Miss. Bridget Mary 0 21 Q
504 0 3 Laitinen, Miss. Kristina Sofia female 37.00 0 0 4135 9.5875 S titanic_train NA NA NA NA NA NA NA NA
505 1 1 Maioni, Miss. Roberta female 16.00 0 0 110152 86.5000 B79 S titanic_train NA NA NA NA NA NA NA NA
506 0 1 Penasco y Castellana, Mr. Victor de Satode male 18.00 1 0 PC 17758 108.9000 C65 C titanic_train NA NA NA NA NA NA NA NA
507 1 2 Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 0 2 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
508 1 1 Bradley, Mr. George (“George Arthur Brayton”) male 37.00 0 0 111427 26.5500 S titanic_train NA NA NA NA Bradley, Mr. George (“George Arthur Brayton”) 1 37 S
509 0 3 Olsen, Mr. Henry Margido male 28.00 0 0 C 4001 22.5250 S titanic_train NA NA NA NA NA NA NA NA
510 1 3 Lang, Mr. Fang male 26.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
511 1 3 Daly, Mr. Eugene Patrick male 29.00 0 0 382651 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
512 0 3 Webber, Mr. James male 66.00 0 0 SOTON/OQ 3101316 8.0500 S titanic_train NA NA NA NA Webber, Mr. James 0 66 S
513 1 1 McGough, Mr. James Robert male 36.00 0 0 PC 17473 26.2875 E25 S titanic_train NA NA NA NA NA NA NA NA
514 1 1 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.00 1 0 PC 17603 59.4000 C titanic_train NA NA NA NA NA NA NA NA
515 0 3 Coleff, Mr. Satio male 24.00 0 0 349209 7.4958 S titanic_train NA NA NA NA NA NA NA NA
516 0 1 Walker, Mr. William Anderson male 47.00 0 0 36967 34.0208 D46 S titanic_train NA NA NA NA NA NA NA NA
517 1 2 Lemore, Mrs. (Amelia Milley) female 34.00 0 0 C.A. 34260 10.5000 F33 S titanic_train NA NA NA NA NA NA NA NA
518 0 3 Ryan, Mr. Patrick male 32.00 0 0 371110 24.1500 Q titanic_train NA NA NA NA Ryan, Mr. Patrick 0 32 Q
519 1 2 Angle, Mrs. William A (Florence “Mary” Agnes Hughes) female 36.00 1 0 226875 26.0000 S titanic_train NA NA NA NA NA NA NA NA
520 0 3 Pavlovic, Mr. Stefo male 32.00 0 0 349242 7.8958 S titanic_train NA NA NA NA NA NA NA NA
521 1 1 Perreault, Miss. Anne female 30.00 0 0 12749 93.5000 B73 S titanic_train NA NA NA NA NA NA NA NA
522 0 3 Vovk, Mr. Janko male 22.00 0 0 349252 7.8958 S titanic_train NA NA NA NA NA NA NA NA
523 0 3 Lahoud, Mr. Sarkis male 35.00 0 0 2624 7.2250 C titanic_train NA NA NA NA Lahoud, Mr. Sarkis 0 35 C
524 1 1 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.00 0 1 111361 57.9792 B18 C titanic_train NA NA NA NA NA NA NA NA
525 0 3 Kassem, Mr. Fared male 19.00 0 0 2700 7.2292 C titanic_train NA NA NA NA Kassem, Mr. Fared 0 19 C
526 0 3 Farrell, Mr. James male 40.50 0 0 367232 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
527 1 2 Ridsdale, Miss. Lucy female 50.00 0 0 W./C. 14258 10.5000 S titanic_train NA NA NA NA NA NA NA NA
528 0 1 Farthing, Mr. John male 48.00 0 0 PC 17483 221.7792 C95 S titanic_train NA NA NA NA Farthing, Mr. John 0 48 S
529 0 3 Salonen, Mr. Johan Werner male 39.00 0 0 3101296 7.9250 S titanic_train NA NA NA NA NA NA NA NA
530 0 2 Hocking, Mr. Richard George male 23.00 2 1 29104 11.5000 S titanic_train NA NA NA NA NA NA NA NA
531 1 2 Quick, Miss. Phyllis May female 2.00 1 1 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
532 0 3 Toufik, Mr. Nakli male 17.00 0 0 2641 7.2292 C titanic_train NA NA NA NA Toufik, Mr. Nakli 0 17 C
533 0 3 Elias, Mr. Joseph Jr male 17.00 1 1 2690 7.2292 C titanic_train NA NA NA NA NA NA NA NA
534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female 23.00 0 2 2668 22.3583 C titanic_train NA NA NA NA Peter, Mrs. Catherine (Catherine Rizk) 1 23 C
535 0 3 Cacic, Miss. Marija female 30.00 0 0 315084 8.6625 S titanic_train NA NA NA NA NA NA NA NA
536 1 2 Hart, Miss. Eva Miriam female 7.00 0 2 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
537 0 1 Butt, Major. Archibald Willingham male 45.00 0 0 113050 26.5500 B38 S titanic_train NA NA NA NA NA NA NA NA
538 1 1 LeRoy, Miss. Bertha female 30.00 0 0 PC 17761 106.4250 C titanic_train NA NA NA NA NA NA NA NA
539 0 3 Risien, Mr. Samuel Beard male 69.00 0 0 364498 14.5000 S titanic_train NA NA NA NA Risien, Mr. Samuel Beard 0 69 S
540 1 1 Frolicher, Miss. Hedwig Margaritha female 22.00 0 2 13568 49.5000 B39 C titanic_train NA NA NA NA NA NA NA NA
541 1 1 Crosby, Miss. Harriet R female 36.00 0 2 WE/P 5735 71.0000 B22 S titanic_train NA NA NA NA NA NA NA NA
542 0 3 Andersson, Miss. Ingeborg Constanzia female 9.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
543 0 3 Andersson, Miss. Sigrid Elisabeth female 11.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
544 1 2 Beane, Mr. Edward male 32.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
545 0 1 Douglas, Mr. Walter Donald male 50.00 1 0 PC 17761 106.4250 C86 C titanic_train NA NA NA NA NA NA NA NA
546 0 1 Nicholson, Mr. Arthur Ernest male 64.00 0 0 693 26.0000 S titanic_train NA NA NA NA NA NA NA NA
547 1 2 Beane, Mrs. Edward (Ethel Clarke) female 19.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
548 1 2 Padro y Manent, Mr. Julian male 26.00 0 0 SC/PARIS 2146 13.8625 C titanic_train NA NA NA NA Padro y Manent, Mr. Julian 1 26 C
549 0 3 Goldsmith, Mr. Frank John male 33.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
550 1 2 Davies, Master. John Morgan Jr male 8.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
551 1 1 Thayer, Mr. John Borland Jr male 17.00 0 2 17421 110.8833 C70 C titanic_train NA NA NA NA NA NA NA NA
552 0 2 Sharp, Mr. Percival James R male 27.00 0 0 244358 26.0000 S titanic_train NA NA NA NA NA NA NA NA
553 0 3 O’Brien, Mr. Timothy male 21.00 0 0 330979 7.8292 Q titanic_train NA NA NA NA O’Brien, Mr. Timothy 0 21 Q
554 1 3 Leeni, Mr. Fahim (“Philip Zenni”) male 22.00 0 0 2620 7.2250 C titanic_train NA NA NA NA NA NA NA NA
555 1 3 Ohman, Miss. Velin female 22.00 0 0 347085 7.7750 S titanic_train NA NA NA NA NA NA NA NA
556 0 1 Wright, Mr. George male 62.00 0 0 113807 26.5500 S titanic_train NA NA NA NA NA NA NA NA
557 1 1 Duff Gordon, Lady. (Lucille Christiana Sutherland) (“Mrs Morgan”) female 48.00 1 0 11755 39.6000 A16 C titanic_train NA NA NA NA NA NA NA NA
558 0 1 Robbins, Mr. Victor male 45.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA Robbins, Mr. Victor 0 45 C
559 1 1 Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 1 1 110413 79.6500 E67 S titanic_train NA NA NA NA NA NA NA NA
560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 1 0 345572 17.4000 S titanic_train NA NA NA NA NA NA NA NA
561 0 3 Morrow, Mr. Thomas Rowan male 31.00 0 0 372622 7.7500 Q titanic_train NA NA NA NA Morrow, Mr. Thomas Rowan 0 31 Q
562 0 3 Sivic, Mr. Husein male 40.00 0 0 349251 7.8958 S titanic_train NA NA NA NA NA NA NA NA
563 0 2 Norman, Mr. Robert Douglas male 28.00 0 0 218629 13.5000 S titanic_train NA NA NA NA NA NA NA NA
564 0 3 Simmons, Mr. John male 40.00 0 0 SOTON/OQ 392082 8.0500 S titanic_train NA NA NA NA Simmons, Mr. John 0 40 S
565 0 3 Meanwell, Miss. (Marion Ogden) female 62.00 0 0 SOTON/O.Q. 392087 8.0500 S titanic_train NA NA NA NA Meanwell, Miss. (Marion Ogden) 0 62 S
566 0 3 Davies, Mr. Alfred J male 24.00 2 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
567 0 3 Stoytcheff, Mr. Ilia male 19.00 0 0 349205 7.8958 S titanic_train NA NA NA NA NA NA NA NA
568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.00 0 4 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
569 0 3 Doharr, Mr. Tannous male 28.00 0 0 2686 7.2292 C titanic_train NA NA NA NA Doharr, Mr. Tannous 0 28 C
570 1 3 Jonsson, Mr. Carl male 32.00 0 0 350417 7.8542 S titanic_train NA NA NA NA NA NA NA NA
571 1 2 Harris, Mr. George male 62.00 0 0 S.W./PP 752 10.5000 S titanic_train NA NA NA NA NA NA NA NA
572 1 1 Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 2 0 11769 51.4792 C101 S titanic_train NA NA NA NA NA NA NA NA
573 1 1 Flynn, Mr. John Irwin (“Irving”) male 36.00 0 0 PC 17474 26.3875 E25 S titanic_train NA NA NA NA NA NA NA NA
574 1 3 Kelly, Miss. Mary female 22.00 0 0 14312 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Mary 1 22 Q
575 0 3 Rush, Mr. Alfred George John male 16.00 0 0 A/4. 20589 8.0500 S titanic_train NA NA NA NA NA NA NA NA
576 0 3 Patchett, Mr. George male 19.00 0 0 358585 14.5000 S titanic_train NA NA NA NA NA NA NA NA
577 1 2 Garside, Miss. Ethel female 34.00 0 0 243880 13.0000 S titanic_train NA NA NA NA NA NA NA NA
578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.00 1 0 13507 55.9000 E44 S titanic_train NA NA NA NA NA NA NA NA
579 0 3 Caram, Mrs. Joseph (Maria Elias) female 18.00 1 0 2689 14.4583 C titanic_train NA NA NA NA Caram, Mrs. Joseph (Maria Elias) 0 18 C
580 1 3 Jussila, Mr. Eiriik male 32.00 0 0 STON/O 2. 3101286 7.9250 S titanic_train NA NA NA NA NA NA NA NA
581 1 2 Christy, Miss. Julie Rachel female 25.00 1 1 237789 30.0000 S titanic_train NA NA NA NA NA NA NA NA
582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.00 1 1 17421 110.8833 C68 C titanic_train NA NA NA NA NA NA NA NA
583 0 2 Downton, Mr. William James male 54.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
584 0 1 Ross, Mr. John Hugo male 36.00 0 0 13049 40.1250 A10 C titanic_train NA NA NA NA NA NA NA NA
585 0 3 Paulner, Mr. Uscher male 16.00 0 0 3411 8.7125 C titanic_train NA NA NA NA Paulner, Mr. Uscher 0 16 C
586 1 1 Taussig, Miss. Ruth female 18.00 0 2 110413 79.6500 E68 S titanic_train NA NA NA NA NA NA NA NA
587 0 2 Jarvis, Mr. John Denzil male 47.00 0 0 237565 15.0000 S titanic_train NA NA NA NA NA NA NA NA
588 1 1 Frolicher-Stehli, Mr. Maxmillian male 60.00 1 1 13567 79.2000 B41 C titanic_train NA NA NA NA NA NA NA NA
589 0 3 Gilinski, Mr. Eliezer male 22.00 0 0 14973 8.0500 S titanic_train NA NA NA NA NA NA NA NA
590 0 3 Murdlin, Mr. Joseph male 22.00 0 0 A./5. 3235 8.0500 S titanic_train NA NA NA NA Murdlin, Mr. Joseph 0 22 S
591 0 3 Rintamaki, Mr. Matti male 35.00 0 0 STON/O 2. 3101273 7.1250 S titanic_train NA NA NA NA NA NA NA NA
592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.00 1 0 36947 78.2667 D20 C titanic_train NA NA NA NA NA NA NA NA
593 0 3 Elsbury, Mr. William James male 47.00 0 0 A/5 3902 7.2500 S titanic_train NA NA NA NA NA NA NA NA
594 0 3 Bourke, Miss. Mary female 40.00 0 2 364848 7.7500 Q titanic_train NA NA NA NA Bourke, Miss. Mary 0 40 Q
595 0 2 Chapman, Mr. John Henry male 37.00 1 0 SC/AH 29037 26.0000 S titanic_train NA NA NA NA NA NA NA NA
596 0 3 Van Impe, Mr. Jean Baptiste male 36.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
597 1 2 Leitch, Miss. Jessie Wills female 31.00 0 0 248727 33.0000 S titanic_train NA NA NA NA Leitch, Miss. Jessie Wills 1 31 S
598 0 3 Johnson, Mr. Alfred male 49.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
599 0 3 Boulos, Mr. Hanna male 18.00 0 0 2664 7.2250 C titanic_train NA NA NA NA Boulos, Mr. Hanna 0 18 C
600 1 1 Duff Gordon, Sir. Cosmo Edmund (“Mr Morgan”) male 49.00 1 0 PC 17485 56.9292 A20 C titanic_train NA NA NA NA NA NA NA NA
601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 2 1 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
602 0 3 Slabenoff, Mr. Petco male 42.00 0 0 349214 7.8958 S titanic_train NA NA NA NA Slabenoff, Mr. Petco 0 42 S
603 0 1 Harrington, Mr. Charles H male 37.00 0 0 113796 42.4000 S titanic_train NA NA NA NA Harrington, Mr. Charles H 0 37 S
604 0 3 Torber, Mr. Ernst William male 44.00 0 0 364511 8.0500 S titanic_train NA NA NA NA NA NA NA NA
605 1 1 Homer, Mr. Harry (“Mr E Haven”) male 35.00 0 0 111426 26.5500 C titanic_train NA NA NA NA NA NA NA NA
606 0 3 Lindell, Mr. Edvard Bengtsson male 36.00 1 0 349910 15.5500 S titanic_train NA NA NA NA NA NA NA NA
607 0 3 Karaic, Mr. Milan male 30.00 0 0 349246 7.8958 S titanic_train NA NA NA NA NA NA NA NA
608 1 1 Daniel, Mr. Robert Williams male 27.00 0 0 113804 30.5000 S titanic_train NA NA NA NA NA NA NA NA
609 1 2 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue) female 22.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
610 1 1 Shutes, Miss. Elizabeth W female 40.00 0 0 PC 17582 153.4625 C125 S titanic_train NA NA NA NA NA NA NA NA
611 0 3 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
612 0 3 Jardin, Mr. Jose Neto male 21.00 0 0 SOTON/O.Q. 3101305 7.0500 S titanic_train NA NA NA NA Jardin, Mr. Jose Neto 0 21 S
613 1 3 Murphy, Miss. Margaret Jane female 25.00 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Margaret Jane 1 25 Q
614 0 3 Horgan, Mr. John male 22.00 0 0 370377 7.7500 Q titanic_train NA NA NA NA Horgan, Mr. John 0 22 Q
615 0 3 Brocklebank, Mr. William Alfred male 35.00 0 0 364512 8.0500 S titanic_train NA NA NA NA NA NA NA NA
616 1 2 Herman, Miss. Alice female 24.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
617 0 3 Danbom, Mr. Ernst Gilbert male 34.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
618 0 3 Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
619 1 2 Becker, Miss. Marion Louise female 4.00 2 1 230136 39.0000 F4 S titanic_train NA NA NA NA NA NA NA NA
620 0 2 Gavey, Mr. Lawrence male 26.00 0 0 31028 10.5000 S titanic_train NA NA NA NA NA NA NA NA
621 0 3 Yasbeck, Mr. Antoni male 27.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
622 1 1 Kimball, Mr. Edwin Nelson Jr male 42.00 1 0 11753 52.5542 D19 S titanic_train NA NA NA NA NA NA NA NA
623 1 3 Nakid, Mr. Sahid male 20.00 1 1 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
624 0 3 Hansen, Mr. Henry Damsgaard male 21.00 0 0 350029 7.8542 S titanic_train NA NA NA NA NA NA NA NA
625 0 3 Bowen, Mr. David John “Dai” male 21.00 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
626 0 1 Sutton, Mr. Frederick male 61.00 0 0 36963 32.3208 D50 S titanic_train NA NA NA NA NA NA NA NA
627 0 2 Kirkland, Rev. Charles Leonard male 57.00 0 0 219533 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
628 1 1 Longley, Miss. Gretchen Fiske female 21.00 0 0 13502 77.9583 D9 S titanic_train NA NA NA NA NA NA NA NA
629 0 3 Bostandyeff, Mr. Guentcho male 26.00 0 0 349224 7.8958 S titanic_train NA NA NA NA NA NA NA NA
630 0 3 O’Connell, Mr. Patrick D male 18.00 0 0 334912 7.7333 Q titanic_train NA NA NA NA O’Connell, Mr. Patrick D 0 18 Q
631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.00 0 0 27042 30.0000 A23 S titanic_train NA NA NA NA NA NA NA NA
632 0 3 Lundahl, Mr. Johan Svensson male 51.00 0 0 347743 7.0542 S titanic_train NA NA NA NA NA NA NA NA
633 1 1 Stahelin-Maeglin, Dr. Max male 32.00 0 0 13214 30.5000 B50 C titanic_train NA NA NA NA NA NA NA NA
634 0 1 Parr, Mr. William Henry Marsh male 29.00 0 0 112052 0.0000 S titanic_train NA NA NA NA Parr, Mr. William Henry Marsh 0 29 S
635 0 3 Skoog, Miss. Mabel female 9.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
636 1 2 Davis, Miss. Mary female 28.00 0 0 237668 13.0000 S titanic_train NA NA NA NA NA NA NA NA
637 0 3 Leinonen, Mr. Antti Gustaf male 32.00 0 0 STON/O 2. 3101292 7.9250 S titanic_train NA NA NA NA NA NA NA NA
638 0 2 Collyer, Mr. Harvey male 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.00 0 5 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
640 0 3 Thorneycroft, Mr. Percival male 36.00 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mr. Percival 0 36 S
641 0 3 Jensen, Mr. Hans Peder male 20.00 0 0 350050 7.8542 S titanic_train NA NA NA NA NA NA NA NA
642 1 1 Sagesser, Mlle. Emma female 24.00 0 0 PC 17477 69.3000 B35 C titanic_train NA NA NA NA NA NA NA NA
643 0 3 Skoog, Miss. Margit Elizabeth female 2.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
644 1 3 Foo, Mr. Choong male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Foo, Mr. Choong 1 32 S
645 1 3 Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
646 1 1 Harper, Mr. Henry Sleeper male 48.00 1 0 PC 17572 76.7292 D33 C titanic_train NA NA NA NA NA NA NA NA
647 0 3 Cor, Mr. Liudevit male 19.00 0 0 349231 7.8958 S titanic_train NA NA NA NA NA NA NA NA
648 1 1 Simonius-Blumer, Col. Oberst Alfons male 56.00 0 0 13213 35.5000 A26 C titanic_train NA NA NA NA NA NA NA NA
649 0 3 Willey, Mr. Edward male 20.00 0 0 S.O./P.P. 751 7.5500 S titanic_train NA NA NA NA Willey, Mr. Edward 0 20 S
650 1 3 Stanley, Miss. Amy Zillah Elsie female 23.00 0 0 CA. 2314 7.5500 S titanic_train NA NA NA NA NA NA NA NA
651 0 3 Mitkoff, Mr. Mito male 23.00 0 0 349221 7.8958 S titanic_train NA NA NA NA Mitkoff, Mr. Mito 0 23 S
652 1 2 Doling, Miss. Elsie female 18.00 0 1 231919 23.0000 S titanic_train NA NA NA NA NA NA NA NA
653 0 3 Kalvik, Mr. Johannes Halvorsen male 21.00 0 0 8475 8.4333 S titanic_train NA NA NA NA NA NA NA NA
654 1 3 O’Leary, Miss. Hanora “Norah” female 16.00 0 0 330919 7.8292 Q titanic_train NA NA NA NA O’Leary, Miss. Hanora “Norah” 1 16 Q
655 0 3 Hegarty, Miss. Hanora “Nora” female 18.00 0 0 365226 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
656 0 2 Hickman, Mr. Leonard Mark male 24.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
657 0 3 Radeff, Mr. Alexander male 27.00 0 0 349223 7.8958 S titanic_train NA NA NA NA Radeff, Mr. Alexander 0 27 S
658 0 3 Bourke, Mrs. John (Catherine) female 32.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
659 0 2 Eitemiller, Mr. George Floyd male 23.00 0 0 29751 13.0000 S titanic_train NA NA NA NA NA NA NA NA
660 0 1 Newell, Mr. Arthur Webster male 58.00 0 2 35273 113.2750 D48 C titanic_train NA NA NA NA NA NA NA NA
661 1 1 Frauenthal, Dr. Henry William male 50.00 2 0 PC 17611 133.6500 S titanic_train NA NA NA NA NA NA NA NA
662 0 3 Badt, Mr. Mohamed male 40.00 0 0 2623 7.2250 C titanic_train NA NA NA NA NA NA NA NA
663 0 1 Colley, Mr. Edward Pomeroy male 47.00 0 0 5727 25.5875 E58 S titanic_train NA NA NA NA NA NA NA NA
664 0 3 Coleff, Mr. Peju male 36.00 0 0 349210 7.4958 S titanic_train NA NA NA NA NA NA NA NA
665 1 3 Lindqvist, Mr. Eino William male 20.00 1 0 STON/O 2. 3101285 7.9250 S titanic_train NA NA NA NA NA NA NA NA
666 0 2 Hickman, Mr. Lewis male 32.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
667 0 2 Butler, Mr. Reginald Fenton male 25.00 0 0 234686 13.0000 S titanic_train NA NA NA NA NA NA NA NA
668 0 3 Rommetvedt, Mr. Knud Paust male 49.00 0 0 312993 7.7750 S titanic_train NA NA NA NA Rommetvedt, Mr. Knud Paust 0 49 S
669 0 3 Cook, Mr. Jacob male 43.00 0 0 A/5 3536 8.0500 S titanic_train NA NA NA NA NA NA NA NA
670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female 49.00 1 0 19996 52.0000 C126 S titanic_train NA NA NA NA Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) 1 49 S
671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
672 0 1 Davidson, Mr. Thornton male 31.00 1 0 F.C. 12750 52.0000 B71 S titanic_train NA NA NA NA NA NA NA NA
673 0 2 Mitchell, Mr. Henry Michael male 70.00 0 0 C.A. 24580 10.5000 S titanic_train NA NA NA NA NA NA NA NA
674 1 2 Wilhelms, Mr. Charles male 31.00 0 0 244270 13.0000 S titanic_train NA NA NA NA NA NA NA NA
675 0 2 Watson, Mr. Ennis Hastings male 18.00 0 0 239856 0.0000 S titanic_train NA NA NA NA Watson, Mr. Ennis Hastings 0 18 S
676 0 3 Edvardsson, Mr. Gustaf Hjalmar male 18.00 0 0 349912 7.7750 S titanic_train NA NA NA NA NA NA NA NA
677 0 3 Sawyer, Mr. Frederick Charles male 24.50 0 0 342826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
678 1 3 Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.8417 S titanic_train NA NA NA NA NA NA NA NA
679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 1 6 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
680 1 1 Cardeza, Mr. Thomas Drake Martinez male 36.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_train NA NA NA NA NA NA NA NA
681 0 3 Peters, Miss. Katie female 27.00 0 0 330935 8.1375 Q titanic_train NA NA NA NA Peters, Miss. Katie 0 27 Q
682 1 1 Hassab, Mr. Hammad male 27.00 0 0 PC 17572 76.7292 D49 C titanic_train NA NA NA NA NA NA NA NA
683 0 3 Olsvigen, Mr. Thor Anderson male 20.00 0 0 6563 9.2250 S titanic_train NA NA NA NA NA NA NA NA
684 0 3 Goodwin, Mr. Charles Edward male 14.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
685 0 2 Brown, Mr. Thomas William Solomon male 60.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
686 0 2 Laroche, Mr. Joseph Philippe Lemercier male 25.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
687 0 3 Panula, Mr. Jaako Arnold male 14.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
688 0 3 Dakic, Mr. Branko male 19.00 0 0 349228 10.1708 S titanic_train NA NA NA NA NA NA NA NA
689 0 3 Fischer, Mr. Eberhard Thelander male 18.00 0 0 350036 7.7958 S titanic_train NA NA NA NA NA NA NA NA
690 1 1 Madill, Miss. Georgette Alexandra female 15.00 0 1 24160 211.3375 B5 S titanic_train NA NA NA NA NA NA NA NA
691 1 1 Dick, Mr. Albert Adrian male 31.00 1 0 17474 57.0000 B20 S titanic_train NA NA NA NA NA NA NA NA
692 1 3 Karun, Miss. Manca female 4.00 0 1 349256 13.4167 C titanic_train NA NA NA NA NA NA NA NA
693 1 3 Lam, Mr. Ali male 38.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Ali 1 38 S
694 0 3 Saad, Mr. Khalil male 25.00 0 0 2672 7.2250 C titanic_train NA NA NA NA NA NA NA NA
695 0 1 Weir, Col. John male 60.00 0 0 113800 26.5500 S titanic_train NA NA NA NA NA NA NA NA
696 0 2 Chapman, Mr. Charles Henry male 52.00 0 0 248731 13.5000 S titanic_train NA NA NA NA NA NA NA NA
697 0 3 Kelly, Mr. James male 44.00 0 0 363592 8.0500 S titanic_train NA NA NA NA NA NA NA NA
698 1 3 Mullens, Miss. Katherine “Katie” female 21.00 0 0 35852 7.7333 Q titanic_train NA NA NA NA Mullens, Miss. Katherine “Katie” 1 21 Q
699 0 1 Thayer, Mr. John Borland male 49.00 1 1 17421 110.8833 C68 C titanic_train NA NA NA NA NA NA NA NA
700 0 3 Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.00 0 0 348121 7.6500 F G63 S titanic_train NA NA NA NA NA NA NA NA
701 1 1 Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.00 1 0 PC 17757 227.5250 C62 C64 C titanic_train NA NA NA NA NA NA NA NA
702 1 1 Silverthorne, Mr. Spencer Victor male 35.00 0 0 PC 17475 26.2875 E24 S titanic_train NA NA NA NA NA NA NA NA
703 0 3 Barbara, Miss. Saiide female 18.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
704 0 3 Gallagher, Mr. Martin male 25.00 0 0 36864 7.7417 Q titanic_train NA NA NA NA NA NA NA NA
705 0 3 Hansen, Mr. Henrik Juul male 26.00 1 0 350025 7.8542 S titanic_train NA NA NA NA NA NA NA NA
706 0 2 Morley, Mr. Henry Samuel (“Mr Henry Marshall”) male 39.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
707 1 2 Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.5000 S titanic_train NA NA NA NA NA NA NA NA
708 1 1 Calderhead, Mr. Edward Pennington male 42.00 0 0 PC 17476 26.2875 E24 S titanic_train NA NA NA NA NA NA NA NA
709 1 1 Cleaver, Miss. Alice female 22.00 0 0 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
710 1 3 Moubarek, Master. Halim Gonios (“William George”) male 4.00 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Halim Gonios (“William George”) 1 4 C
711 1 1 Mayne, Mlle. Berthe Antonine (“Mrs de Villiers”) female 24.00 0 0 PC 17482 49.5042 C90 C titanic_train NA NA NA NA NA NA NA NA
712 0 1 Klaber, Mr. Herman male 41.00 0 0 113028 26.5500 C124 S titanic_train NA NA NA NA Klaber, Mr. Herman 0 41 S
713 1 1 Taylor, Mr. Elmer Zebley male 48.00 1 0 19996 52.0000 C126 S titanic_train NA NA NA NA NA NA NA NA
714 0 3 Larsson, Mr. August Viktor male 29.00 0 0 7545 9.4833 S titanic_train NA NA NA NA NA NA NA NA
715 0 2 Greenberg, Mr. Samuel male 52.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
716 0 3 Soholt, Mr. Peter Andreas Lauritz Andersen male 19.00 0 0 348124 7.6500 F G73 S titanic_train NA NA NA NA NA NA NA NA
717 1 1 Endres, Miss. Caroline Louise female 38.00 0 0 PC 17757 227.5250 C45 C titanic_train NA NA NA NA NA NA NA NA
718 1 2 Troutt, Miss. Edwina Celia “Winnie” female 27.00 0 0 34218 10.5000 E101 S titanic_train NA NA NA NA NA NA NA NA
719 0 3 McEvoy, Mr. Michael male 20.00 0 0 36568 15.5000 Q titanic_train NA NA NA NA McEvoy, Mr. Michael 0 20 Q
720 0 3 Johnson, Mr. Malkolm Joackim male 33.00 0 0 347062 7.7750 S titanic_train NA NA NA NA NA NA NA NA
721 1 2 Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
722 0 3 Jensen, Mr. Svend Lauritz male 17.00 1 0 350048 7.0542 S titanic_train NA NA NA NA NA NA NA NA
723 0 2 Gillespie, Mr. William Henry male 34.00 0 0 12233 13.0000 S titanic_train NA NA NA NA NA NA NA NA
724 0 2 Hodges, Mr. Henry Price male 50.00 0 0 250643 13.0000 S titanic_train NA NA NA NA NA NA NA NA
725 1 1 Chambers, Mr. Norman Campbell male 27.00 1 0 113806 53.1000 E8 S titanic_train NA NA NA NA NA NA NA NA
726 0 3 Oreskovic, Mr. Luka male 20.00 0 0 315094 8.6625 S titanic_train NA NA NA NA NA NA NA NA
727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
728 1 3 Mannion, Miss. Margareth female 28.00 0 0 36866 7.7375 Q titanic_train NA NA NA NA Mannion, Miss. Margareth 1 28 Q
729 0 2 Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 1 0 236853 26.0000 S titanic_train NA NA NA NA NA NA NA NA
730 0 3 Ilmakangas, Miss. Pieta Sofia female 25.00 1 0 STON/O2. 3101271 7.9250 S titanic_train NA NA NA NA NA NA NA NA
731 1 1 Allen, Miss. Elisabeth Walton female 29.00 0 0 24160 211.3375 B5 S titanic_train NA NA NA NA NA NA NA NA
732 0 3 Hassan, Mr. Houssein G N male 11.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
733 0 2 Knight, Mr. Robert J male 42.00 0 0 239855 0.0000 S titanic_train NA NA NA NA Knight, Mr. Robert J 0 42 S
734 0 2 Berriman, Mr. William John male 23.00 0 0 28425 13.0000 S titanic_train NA NA NA NA NA NA NA NA
735 0 2 Troupiansky, Mr. Moses Aaron male 23.00 0 0 233639 13.0000 S titanic_train NA NA NA NA NA NA NA NA
736 0 3 Williams, Mr. Leslie male 28.50 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
738 1 1 Lesurer, Mr. Gustave J male 35.00 0 0 PC 17755 512.3292 B101 C titanic_train NA NA NA NA NA NA NA NA
739 0 3 Ivanoff, Mr. Kanio male 20.00 0 0 349201 7.8958 S titanic_train NA NA NA NA Ivanoff, Mr. Kanio 0 20 S
740 0 3 Nankoff, Mr. Minko male 32.00 0 0 349218 7.8958 S titanic_train NA NA NA NA Nankoff, Mr. Minko 0 32 S
741 1 1 Hawksford, Mr. Walter James male 42.00 0 0 16988 30.0000 D45 S titanic_train NA NA NA NA Hawksford, Mr. Walter James 1 42 S
742 0 1 Cavendish, Mr. Tyrell William male 36.00 1 0 19877 78.8500 C46 S titanic_train NA NA NA NA NA NA NA NA
743 1 1 Ryerson, Miss. Susan Parker “Suzette” female 21.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_train NA NA NA NA NA NA NA NA
744 0 3 McNamee, Mr. Neal male 24.00 1 0 376566 16.1000 S titanic_train NA NA NA NA NA NA NA NA
745 1 3 Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.9250 S titanic_train NA NA NA NA NA NA NA NA
746 0 1 Crosby, Capt. Edward Gifford male 70.00 1 1 WE/P 5735 71.0000 B22 S titanic_train NA NA NA NA NA NA NA NA
747 0 3 Abbott, Mr. Rossmore Edward male 16.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
748 1 2 Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.0000 S titanic_train NA NA NA NA NA NA NA NA
749 0 1 Marvin, Mr. Daniel Warner male 19.00 1 0 113773 53.1000 D30 S titanic_train NA NA NA NA NA NA NA NA
750 0 3 Connaghton, Mr. Michael male 31.00 0 0 335097 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
751 1 2 Wells, Miss. Joan female 4.00 1 1 29103 23.0000 S titanic_train NA NA NA NA NA NA NA NA
752 1 3 Moor, Master. Meier male 6.00 0 1 392096 12.4750 E121 S titanic_train NA NA NA NA NA NA NA NA
753 0 3 Vande Velde, Mr. Johannes Joseph male 33.00 0 0 345780 9.5000 S titanic_train NA NA NA NA NA NA NA NA
754 0 3 Jonkoff, Mr. Lalio male 23.00 0 0 349204 7.8958 S titanic_train NA NA NA NA NA NA NA NA
755 1 2 Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
757 0 3 Carlsson, Mr. August Sigfrid male 28.00 0 0 350042 7.7958 S titanic_train NA NA NA NA NA NA NA NA
758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.5000 S titanic_train NA NA NA NA NA NA NA NA
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.0500 S titanic_train NA NA NA NA NA NA NA NA
760 1 1 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.5000 B77 S titanic_train NA NA NA NA NA NA NA NA
761 0 3 Garfirth, Mr. John male 22.00 0 0 358585 14.5000 S titanic_train NA NA NA NA Garfirth, Mr. John 0 22 S
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.1250 S titanic_train NA NA NA NA NA NA NA NA
763 1 3 Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C titanic_train NA NA NA NA NA NA NA NA
764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.7750 S titanic_train NA NA NA NA NA NA NA NA
766 1 1 Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.9583 D11 S titanic_train NA NA NA NA NA NA NA NA
767 0 1 Brewe, Dr. Arthur Jackson male 45.00 0 0 112379 39.6000 C titanic_train NA NA NA NA Brewe, Dr. Arthur Jackson 0 45 C
768 0 3 Mangan, Miss. Mary female 30.50 0 0 364850 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
769 0 3 Moran, Mr. Daniel J male 28.00 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Mr. Daniel J 0 28 Q
770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.3625 S titanic_train NA NA NA NA NA NA NA NA
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.5000 S titanic_train NA NA NA NA NA NA NA NA
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.8542 S titanic_train NA NA NA NA NA NA NA NA
773 0 2 Mack, Mrs. (Mary) female 57.00 0 0 S.O./P.P. 3 10.5000 E77 S titanic_train NA NA NA NA NA NA NA NA
774 0 3 Elias, Mr. Dibo male 29.00 0 0 2674 7.2250 C titanic_train NA NA NA NA Elias, Mr. Dibo 0 29 C
775 1 2 Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.0000 S titanic_train NA NA NA NA NA NA NA NA
776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.7500 S titanic_train NA NA NA NA NA NA NA NA
777 0 3 Tobin, Mr. Roger male 20.00 0 0 383121 7.7500 F38 Q titanic_train NA NA NA NA Tobin, Mr. Roger 0 20 Q
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S titanic_train NA NA NA NA NA NA NA NA
779 0 3 Kilgannon, Mr. Thomas J male 21.00 0 0 36865 7.7375 Q titanic_train NA NA NA NA Kilgannon, Mr. Thomas J 0 21 Q
780 1 1 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.3375 B3 S titanic_train NA NA NA NA NA NA NA NA
781 1 3 Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C titanic_train NA NA NA NA NA NA NA NA
782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.0000 B20 S titanic_train NA NA NA NA NA NA NA NA
783 0 1 Long, Mr. Milton Clyde male 29.00 0 0 113501 30.0000 D6 S titanic_train NA NA NA NA NA NA NA NA
784 0 3 Johnston, Mr. Andrew G male 35.00 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Mr. Andrew G 0 35 S
785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S titanic_train NA NA NA NA NA NA NA NA
786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.00 0 0 374887 7.2500 S titanic_train NA NA NA NA NA NA NA NA
787 1 3 Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.4958 S titanic_train NA NA NA NA NA NA NA NA
788 0 3 Rice, Master. George Hugh male 8.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
789 1 3 Dean, Master. Bertram Vere male 1.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
790 0 1 Guggenheim, Mr. Benjamin male 46.00 0 0 PC 17593 79.2000 B82 B84 C titanic_train NA NA NA NA NA NA NA NA
791 0 3 Keane, Mr. Andrew “Andy” male 23.00 0 0 12460 7.7500 Q titanic_train NA NA NA NA Keane, Mr. Andrew “Andy” 0 23 Q
792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
793 0 3 Sage, Miss. Stella Anna female 20.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Stella Anna 0 20 S
794 0 1 Hoyt, Mr. William Fisher male 43.00 0 0 PC 17600 30.6958 C titanic_train NA NA NA NA Hoyt, Mr. William Fisher 0 43 C
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.8958 S titanic_train NA NA NA NA NA NA NA NA
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.0000 S titanic_train NA NA NA NA NA NA NA NA
797 1 1 Leader, Dr. Alice (Farnham) female 49.00 0 0 17465 25.9292 D17 S titanic_train NA NA NA NA NA NA NA NA
798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S titanic_train NA NA NA NA NA NA NA NA
799 0 3 Ibrahim Shawah, Mr. Yousseff male 30.00 0 0 2685 7.2292 C titanic_train NA NA NA NA NA NA NA NA
800 0 3 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
803 1 1 Carter, Master. William Thornton II male 11.00 1 2 113760 120.0000 B96 B98 S titanic_train NA NA NA NA NA NA NA NA
804 1 3 Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C titanic_train NA NA NA NA NA NA NA NA
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S titanic_train NA NA NA NA NA NA NA NA
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.7750 S titanic_train NA NA NA NA NA NA NA NA
807 0 1 Andrews, Mr. Thomas Jr male 39.00 0 0 112050 0.0000 A36 S titanic_train NA NA NA NA NA NA NA NA
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.7750 S titanic_train NA NA NA NA NA NA NA NA
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.0000 S titanic_train NA NA NA NA NA NA NA NA
810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.1000 E8 S titanic_train NA NA NA NA NA NA NA NA
811 0 3 Alexander, Mr. William male 26.00 0 0 3474 7.8875 S titanic_train NA NA NA NA NA NA NA NA
812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.5000 S titanic_train NA NA NA NA NA NA NA NA
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.0500 S titanic_train NA NA NA NA NA NA NA NA
816 0 1 Fry, Mr. Richard male 39.00 0 0 112058 0.0000 B102 S titanic_train NA NA NA NA Fry, Mr. Richard 0 39 S
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.9250 S titanic_train NA NA NA NA NA NA NA NA
818 0 2 Mallet, Mr. Albert male 31.00 1 1 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.4500 S titanic_train NA NA NA NA NA NA NA NA
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
821 1 1 Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 1 1 12749 93.5000 B69 S titanic_train NA NA NA NA NA NA NA NA
822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S titanic_train NA NA NA NA NA NA NA NA
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.0000 S titanic_train NA NA NA NA NA NA NA NA
824 1 3 Moor, Mrs. (Beila) female 27.00 0 1 392096 12.4750 E121 S titanic_train NA NA NA NA NA NA NA NA
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
826 0 3 Flynn, Mr. John male 48.00 0 0 368323 6.9500 Q titanic_train NA NA NA NA Flynn, Mr. John 0 48 Q
827 0 3 Lam, Mr. Len male 23.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Len 0 23 S
828 1 2 Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
829 1 3 McCormack, Mr. Thomas Joseph male 19.00 0 0 367228 7.7500 Q titanic_train NA NA NA NA McCormack, Mr. Thomas Joseph 1 19 Q
830 1 1 Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 B28 titanic_train NA NA NA NA Stone, Mrs. George Nelson (Martha Evelyn) 1 61 S
831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
833 0 3 Saad, Mr. Amin male 30.00 0 0 2671 7.2292 C titanic_train NA NA NA NA Saad, Mr. Amin 0 30 C
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.8542 S titanic_train NA NA NA NA NA NA NA NA
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.3000 S titanic_train NA NA NA NA NA NA NA NA
836 1 1 Compton, Miss. Sara Rebecca female 39.00 1 1 PC 17756 83.1583 E49 C titanic_train NA NA NA NA NA NA NA NA
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.6625 S titanic_train NA NA NA NA NA NA NA NA
838 0 3 Sirota, Mr. Maurice male 19.00 0 0 392092 8.0500 S titanic_train NA NA NA NA Sirota, Mr. Maurice 0 19 S
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
840 1 1 Marechal, Mr. Pierre male 29.00 0 0 11774 29.7000 C47 C titanic_train NA NA NA NA Marechal, Mr. Pierre 1 29 C
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.9250 S titanic_train NA NA NA NA NA NA NA NA
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.5000 S titanic_train NA NA NA NA NA NA NA NA
843 1 1 Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C titanic_train NA NA NA NA NA NA NA NA
844 0 3 Lemberopolous, Mr. Peter L male 34.50 0 0 2683 6.4375 C titanic_train NA NA NA NA NA NA NA NA
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.6625 S titanic_train NA NA NA NA NA NA NA NA
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.5500 S titanic_train NA NA NA NA NA NA NA NA
847 0 3 Sage, Mr. Douglas Bullen male 18.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. Douglas Bullen 0 18 S
848 0 3 Markoff, Mr. Marin male 35.00 0 0 349213 7.8958 C titanic_train NA NA NA NA NA NA NA NA
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female 46.00 1 0 17453 89.1042 C92 C titanic_train NA NA NA NA Goldenberg, Mrs. Samuel L (Edwiga Grabowska) 1 46 C
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.7750 S titanic_train NA NA NA NA NA NA NA NA
853 0 3 Boulos, Miss. Nourelain female 9.00 1 1 2678 15.2458 C titanic_train NA NA NA NA NA NA NA NA
854 1 1 Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.4000 D28 S titanic_train NA NA NA NA NA NA NA NA
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S titanic_train NA NA NA NA NA NA NA NA
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S titanic_train NA NA NA NA NA NA NA NA
858 1 1 Daly, Mr. Peter Denis male 51.00 0 0 113055 26.5500 E17 S titanic_train NA NA NA NA NA NA NA NA
859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
860 0 3 Razi, Mr. Raihed male 32.00 0 0 2629 7.2292 C titanic_train NA NA NA NA Razi, Mr. Raihed 0 32 C
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.1083 S titanic_train NA NA NA NA NA NA NA NA
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.5000 S titanic_train NA NA NA NA NA NA NA NA
863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.9292 D17 S titanic_train NA NA NA NA NA NA NA NA
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female 14.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Dorothy Edith “Dolly” 0 14 S
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.0000 S titanic_train NA NA NA NA NA NA NA NA
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S titanic_train NA NA NA NA NA NA NA NA
867 1 2 Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C titanic_train NA NA NA NA NA NA NA NA
868 0 1 Roebling, Mr. Washington Augustus II male 31.00 0 0 PC 17590 50.4958 A24 S titanic_train NA NA NA NA NA NA NA NA
869 0 3 van Melkebeke, Mr. Philemon male 23.00 0 0 345777 9.5000 S titanic_train NA NA NA NA van Melkebeke, Mr. Philemon 0 23 S
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.8958 S titanic_train NA NA NA NA NA NA NA NA
872 1 1 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.5542 D35 S titanic_train NA NA NA NA NA NA NA NA
873 0 1 Carlsson, Mr. Frans Olof male 33.00 0 0 695 5.0000 B51 B53 B55 S titanic_train NA NA NA NA NA NA NA NA
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.0000 S titanic_train NA NA NA NA NA NA NA NA
875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
876 1 3 Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C titanic_train NA NA NA NA NA NA NA NA
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.8458 S titanic_train NA NA NA NA NA NA NA NA
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.8958 S titanic_train NA NA NA NA NA NA NA NA
879 0 3 Laleff, Mr. Kristo male 23.00 0 0 349217 7.8958 S titanic_train NA NA NA NA Laleff, Mr. Kristo 0 23 S
880 1 1 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 0 1 11767 83.1583 C50 C titanic_train NA NA NA NA NA NA NA NA
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.8958 S titanic_train NA NA NA NA NA NA NA NA
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.5167 S titanic_train NA NA NA NA NA NA NA NA
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.5000 S titanic_train NA NA NA NA NA NA NA NA
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.0500 S titanic_train NA NA NA NA NA NA NA NA
886 0 3 Rice, Mrs. William (Margaret Norton) female 39.00 0 5 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.0000 S titanic_train NA NA NA NA NA NA NA NA
888 1 1 Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.0000 B42 S titanic_train NA NA NA NA NA NA NA NA
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female 7.00 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Miss. Catherine Helen “Carrie” 0 7 S
890 1 1 Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C148 C titanic_train NA NA NA NA NA NA NA NA
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
892 0 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test Kelly, Mr. James 0 34.50 7.8292 NA NA NA NA
893 1 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test Wilkes, Mrs. James (Ellen Needs) 1 47.00 7.0000 NA NA NA NA
894 0 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test Myles, Mr. Thomas Francis 0 62.00 9.6875 NA NA NA NA
895 0 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test Wirz, Mr. Albert 0 27.00 8.6625 NA NA NA NA
896 1 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test Hirvonen, Mrs. Alexander (Helga E Lindqvist) 1 22.00 12.2875 NA NA NA NA
897 1 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test Svensson, Mr. Johan Cervin 1 14.00 9.2250 NA NA NA NA
898 1 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test Connolly, Miss. Kate 1 30.00 7.6292 NA NA NA NA
899 1 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test Caldwell, Mr. Albert Francis 1 26.00 29.0000 NA NA NA NA
900 1 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test Abrahim, Mrs. Joseph (Sophie Halaut Easu) 1 18.00 7.2292 NA NA NA NA
901 0 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test Davies, Mr. John Samuel 0 21.00 24.1500 NA NA NA NA
902 0 3 Ilieff, Mr. Ylio male 32.00 0 0 349220 7.8958 S titanic_test Ilieff, Mr. Ylio 0 32.00 7.8958 NA NA NA NA
903 0 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test Jones, Mr. Charles Cresson 0 46.00 26.0000 NA NA NA NA
904 1 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 B45 S titanic_test Snyder, Mrs. John Pillsbury (Nelle Stevenson) 1 23.00 82.2667 NA NA NA NA
905 0 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test Howard, Mr. Benjamin 0 63.00 26.0000 NA NA NA NA
906 1 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 E31 S titanic_test Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) 1 47.00 61.1750 NA NA NA NA
907 1 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test del Carlo, Mrs. Sebastiano (Argenia Genovesi) 1 24.00 27.7208 NA NA NA NA
908 0 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test Keane, Mr. Daniel 0 35.00 12.3500 NA NA NA NA
909 0 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test Assaf, Mr. Gerios 0 21.00 7.2250 NA NA NA NA
910 0 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test Ilmakangas, Miss. Ida Livija 0 27.00 7.9250 NA NA NA NA
911 1 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test Assaf Khalil, Mrs. Mariana (Miriam”)” 1 45.00 7.2250 NA NA NA NA
912 0 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test Rothschild, Mr. Martin 0 55.00 59.4000 NA NA NA NA
913 1 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test Olsen, Master. Artur Karl 1 9.00 3.1708 NA NA NA NA
914 1 1 Flegenheim, Mrs. Alfred (Antoinette) female 48.00 0 0 PC 17598 31.6833 S titanic_test Flegenheim, Mrs. Alfred (Antoinette) 1 48.00 31.6833 NA NA NA NA
915 1 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test Williams, Mr. Richard Norris II 1 21.00 61.3792 NA NA NA NA
916 1 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test Ryerson, Mrs. Arthur Larned (Emily Maria Borie) 1 48.00 262.3750 NA NA NA NA
917 0 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test Robins, Mr. Alexander A 0 50.00 14.5000 NA NA NA NA
918 1 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 B36 C titanic_test Ostby, Miss. Helene Ragnhild 1 22.00 61.9792 NA NA NA NA
919 0 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test Daher, Mr. Shedid 0 22.50 7.2250 NA NA NA NA
920 0 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 A21 S titanic_test Brady, Mr. John Bertram 0 41.00 30.5000 NA NA NA NA
921 0 3 Samaan, Mr. Elias male 17.00 2 0 2662 21.6792 C titanic_test Samaan, Mr. Elias 0 17.00 21.6792 NA NA NA NA
922 0 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test Louch, Mr. Charles Alexander 0 50.00 26.0000 NA NA NA NA
923 0 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Clifford Thomas 0 24.00 31.5000 NA NA NA NA
924 1 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test Dean, Mrs. Bertram (Eva Georgetta Light) 1 33.00 20.5750 NA NA NA NA
925 0 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female 36.00 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” 0 36.00 23.4500 NA NA NA NA
926 1 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C78 C titanic_test Mock, Mr. Philipp Edmund 1 30.00 57.7500 NA NA NA NA
927 0 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test Katavelas, Mr. Vassilios (Catavelas Vassilios”)” 0 18.50 7.2292 NA NA NA NA
928 1 3 Roth, Miss. Sarah A female 26.00 0 0 342712 8.0500 S titanic_test Roth, Miss. Sarah A 1 26.00 8.0500 NA NA NA NA
929 0 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test Cacic, Miss. Manda 0 21.00 8.6625 NA NA NA NA
930 1 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test Sap, Mr. Julius 1 25.00 9.5000 NA NA NA NA
931 1 3 Hee, Mr. Ling male 24.00 0 0 1601 56.4958 S titanic_test Hee, Mr. Ling 1 24.00 56.4958 NA NA NA NA
932 1 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test Karun, Mr. Franz 1 39.00 13.4167 NA NA NA NA
933 0 1 Franklin, Mr. Thomas Parham male 37.00 0 0 113778 26.5500 D34 S titanic_test Franklin, Mr. Thomas Parham 0 37.00 26.5500 NA NA NA NA
934 0 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test Goldsmith, Mr. Nathan 0 41.00 7.8500 NA NA NA NA
935 0 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test Corbett, Mrs. Walter H (Irene Colvin) 0 30.00 13.0000 NA NA NA NA
936 1 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 D19 S titanic_test Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) 1 45.00 52.5542 NA NA NA NA
937 0 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test Peltomaki, Mr. Nikolai Johannes 0 25.00 7.9250 NA NA NA NA
938 1 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 A9 C titanic_test Chevre, Mr. Paul Romaine 1 45.00 29.7000 NA NA NA NA
939 0 3 Shaughnessy, Mr. Patrick male 25.00 0 0 370374 7.7500 Q titanic_test Shaughnessy, Mr. Patrick 0 25.00 7.7500 NA NA NA NA
940 1 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 D15 C titanic_test Bucknell, Mrs. William Robert (Emma Eliza Ward) 1 60.00 76.2917 NA NA NA NA
941 1 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test Coutts, Mrs. William (Winnie Minnie” Treanor)” 1 36.00 15.9000 NA NA NA NA
942 0 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 C31 S titanic_test Smith, Mr. Lucien Philip 0 24.00 60.0000 NA NA NA NA
943 0 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test Pulbaum, Mr. Franz 0 27.00 15.0333 NA NA NA NA
944 1 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test Hocking, Miss. Ellen Nellie”” 1 20.00 23.0000 NA NA NA NA
945 1 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 C23 C25 C27 S titanic_test Fortune, Miss. Ethel Flora 1 28.00 263.0000 NA NA NA NA
946 0 2 Mangiavacchi, Mr. Serafino Emilio male 47.00 0 0 SC/A.3 2861 15.5792 C titanic_test Mangiavacchi, Mr. Serafino Emilio 0 47.00 15.5792 NA NA NA NA
947 0 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test Rice, Master. Albert 0 10.00 29.1250 NA NA NA NA
948 0 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test Cor, Mr. Bartol 0 35.00 7.8958 NA NA NA NA
949 1 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 F G63 S titanic_test Abelseth, Mr. Olaus Jorgensen 1 25.00 7.6500 NA NA NA NA
950 0 3 Davison, Mr. Thomas Henry male 32.00 1 0 386525 16.1000 S titanic_test Davison, Mr. Thomas Henry 0 32.00 16.1000 NA NA NA NA
951 1 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 B61 C titanic_test Chaudanson, Miss. Victorine 1 36.00 262.3750 NA NA NA NA
952 0 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test Dika, Mr. Mirko 0 17.00 7.8958 NA NA NA NA
953 0 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test McCrae, Mr. Arthur Gordon 0 32.00 13.5000 NA NA NA NA
954 0 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test Bjorklund, Mr. Ernst Herbert 0 18.00 7.7500 NA NA NA NA
955 1 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test Bradley, Miss. Bridget Delia 1 22.00 7.7250 NA NA NA NA
956 1 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test Ryerson, Master. John Borie 1 13.00 262.3750 NA NA NA NA
957 0 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female 32.00 0 0 F.C.C. 13534 21.0000 S titanic_test Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) 0 32.00 21.0000 NA NA NA NA
958 1 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test Burns, Miss. Mary Delia 1 18.00 7.8792 NA NA NA NA
959 0 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test Moore, Mr. Clarence Bloomfield 0 47.00 42.4000 NA NA NA NA
960 1 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C53 C titanic_test Tucker, Mr. Gilbert Milligan Jr 1 31.00 28.5375 NA NA NA NA
961 1 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 C23 C25 C27 S titanic_test Fortune, Mrs. Mark (Mary McDougald) 1 60.00 263.0000 NA NA NA NA
962 1 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test Mulvihill, Miss. Bertha E 1 24.00 7.7500 NA NA NA NA
963 0 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test Minkoff, Mr. Lazar 0 21.00 7.8958 NA NA NA NA
964 0 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test Nieminen, Miss. Manta Josefina 0 29.00 7.9250 NA NA NA NA
965 0 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 D43 C titanic_test Ovies y Rodriguez, Mr. Servando 0 28.50 27.7208 NA NA NA NA
966 1 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C130 C titanic_test Geiger, Miss. Amalie 1 35.00 211.5000 NA NA NA NA
967 0 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C132 C titanic_test Keeping, Mr. Edwin 0 32.50 211.5000 NA NA NA NA
968 0 3 Miles, Mr. Frank male 23.00 0 0 359306 8.0500 S titanic_test Miles, Mr. Frank 0 23.00 8.0500 NA NA NA NA
969 1 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 C101 S titanic_test Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) 1 55.00 25.7000 NA NA NA NA
970 0 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test Aldworth, Mr. Charles Augustus 0 30.00 13.0000 NA NA NA NA
971 0 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test Doyle, Miss. Elizabeth 0 24.00 7.7500 NA NA NA NA
972 0 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test Boulos, Master. Akar 0 6.00 15.2458 NA NA NA NA
973 0 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test Straus, Mr. Isidor 0 67.00 221.7792 NA NA NA NA
974 0 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test Case, Mr. Howard Brown 0 49.00 26.0000 NA NA NA NA
975 0 3 Demetri, Mr. Marinko male 23.00 0 0 349238 7.8958 S titanic_test Demetri, Mr. Marinko 0 23.00 7.8958 NA NA NA NA
976 0 2 Lamb, Mr. John Joseph male 31.00 0 0 240261 10.7083 Q titanic_test Lamb, Mr. John Joseph 0 31.00 10.7083 NA NA NA NA
977 0 3 Khalil, Mr. Betros male 25.00 1 0 2660 14.4542 C titanic_test Khalil, Mr. Betros 0 25.00 14.4542 NA NA NA NA
978 0 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test Barry, Miss. Julia 0 27.00 7.8792 NA NA NA NA
979 1 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test Badman, Miss. Emily Louisa 1 18.00 8.0500 NA NA NA NA
980 1 3 O’Donoghue, Ms. Bridget female 21.00 0 0 364856 7.7500 Q titanic_test O’Donoghue, Ms. Bridget 1 21.00 7.7500 NA NA NA NA
981 1 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test Wells, Master. Ralph Lester 1 2.00 23.0000 NA NA NA NA
982 1 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) 1 22.00 13.9000 NA NA NA NA
983 0 3 Pedersen, Mr. Olaf male 28.00 0 0 345498 7.7750 S titanic_test Pedersen, Mr. Olaf 0 28.00 7.7750 NA NA NA NA
984 0 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 B71 S titanic_test Davidson, Mrs. Thornton (Orian Hays) 0 27.00 52.0000 NA NA NA NA
985 0 3 Guest, Mr. Robert male 22.00 0 0 376563 8.0500 S titanic_test Guest, Mr. Robert 0 22.00 8.0500 NA NA NA NA
986 0 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test Birnbaum, Mr. Jakob 0 25.00 26.0000 NA NA NA NA
987 1 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test Tenglin, Mr. Gunnar Isidor 1 25.00 7.7958 NA NA NA NA
988 1 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 C46 S titanic_test Cavendish, Mrs. Tyrell William (Julia Florence Siegel) 1 76.00 78.8500 NA NA NA NA
989 0 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test Makinen, Mr. Kalle Edvard 0 29.00 7.9250 NA NA NA NA
990 0 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test Braf, Miss. Elin Ester Maria 0 20.00 7.8542 NA NA NA NA
991 0 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test Nancarrow, Mr. William Henry 0 33.00 8.0500 NA NA NA NA
992 1 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C116 C titanic_test Stengel, Mrs. Charles Emil Henry (Annie May Morris) 1 43.00 55.4417 NA NA NA NA
993 0 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test Weisz, Mr. Leopold 0 27.00 26.0000 NA NA NA NA
994 0 3 Foley, Mr. William male 20.00 0 0 365235 7.7500 Q titanic_test Foley, Mr. William 0 20.00 7.7500 NA NA NA NA
995 1 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test Johansson Palmquist, Mr. Oskar Leander 1 26.00 7.7750 NA NA NA NA
996 1 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test Thomas, Mrs. Alexander (Thamine Thelma”)” 1 16.00 8.5167 NA NA NA NA
997 0 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test Holthen, Mr. Johan Martin 0 28.00 22.5250 NA NA NA NA
998 1 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test Buckley, Mr. Daniel 1 21.00 7.8208 NA NA NA NA
999 1 3 Ryan, Mr. Edward male 24.00 0 0 383162 7.7500 Q titanic_test Ryan, Mr. Edward 1 24.00 7.7500 NA NA NA NA
1000 0 3 Willer, Mr. Aaron (Abi Weller”)” male 37.00 0 0 3410 8.7125 S titanic_test Willer, Mr. Aaron (Abi Weller”)” 0 37.00 8.7125 NA NA NA NA
1001 0 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 F S titanic_test Swane, Mr. George 0 18.50 13.0000 NA NA NA NA
1002 0 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test Stanton, Mr. Samuel Ward 0 41.00 15.0458 NA NA NA NA
1003 1 3 Shine, Miss. Ellen Natalia female 20.00 0 0 330968 7.7792 Q titanic_test Shine, Miss. Ellen Natalia 1 20.00 7.7792 NA NA NA NA
1004 0 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 A29 C titanic_test Evans, Miss. Edith Corse 0 36.00 31.6792 NA NA NA NA
1005 1 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test Buckley, Miss. Katherine 1 18.50 7.2833 NA NA NA NA
1006 0 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 C55 C57 S titanic_test Straus, Mrs. Isidor (Rosalie Ida Blun) 0 63.00 221.7792 NA NA NA NA
1007 0 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test Chronopoulos, Mr. Demetrios 0 18.00 14.4542 NA NA NA NA
1008 0 3 Thomas, Mr. John male 34.00 0 0 2681 6.4375 C titanic_test Thomas, Mr. John 0 34.00 6.4375 NA NA NA NA
1009 1 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 G6 S titanic_test Sandstrom, Miss. Beatrice Irene 1 1.00 16.7000 NA NA NA NA
1010 0 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C6 C titanic_test Beattie, Mr. Thomson 0 36.00 75.2417 NA NA NA NA
1011 0 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test Chapman, Mrs. John Henry (Sara Elizabeth Lawry) 0 29.00 26.0000 NA NA NA NA
1012 1 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test Watt, Miss. Bertha J 1 12.00 15.7500 NA NA NA NA
1013 0 3 Kiernan, Mr. John male 26.00 1 0 367227 7.7500 Q titanic_test Kiernan, Mr. John 0 26.00 7.7500 NA NA NA NA
1014 1 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C28 C titanic_test Schabert, Mrs. Paul (Emma Mock) 1 35.00 57.7500 NA NA NA NA
1015 0 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test Carver, Mr. Alfred John 0 28.00 7.2500 NA NA NA NA
1016 0 3 Kennedy, Mr. John male 24.00 0 0 368783 7.7500 Q titanic_test Kennedy, Mr. John 0 24.00 7.7500 NA NA NA NA
1017 1 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test Cribb, Miss. Laura Alice 1 17.00 16.1000 NA NA NA NA
1018 0 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test Brobeck, Mr. Karl Rudolf 0 22.00 7.7958 NA NA NA NA
1019 1 3 McCoy, Miss. Alicia female 26.00 2 0 367226 23.2500 Q titanic_test McCoy, Miss. Alicia 1 26.00 23.2500 NA NA NA NA
1020 0 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test Bowenur, Mr. Solomon 0 42.00 13.0000 NA NA NA NA
1021 0 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test Petersen, Mr. Marius 0 24.00 8.0500 NA NA NA NA
1022 0 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test Spinner, Mr. Henry John 0 32.00 8.0500 NA NA NA NA
1023 1 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C51 C titanic_test Gracie, Col. Archibald IV 1 53.00 28.5000 NA NA NA NA
1024 0 3 Lefebre, Mrs. Frank (Frances) female 28.00 0 4 4133 25.4667 S titanic_test Lefebre, Mrs. Frank (Frances) 0 28.00 25.4667 NA NA NA NA
1025 0 3 Thomas, Mr. Charles P male 20.00 1 0 2621 6.4375 C titanic_test Thomas, Mr. Charles P 0 20.00 6.4375 NA NA NA NA
1026 0 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test Dintcheff, Mr. Valtcho 0 43.00 7.8958 NA NA NA NA
1027 0 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test Carlsson, Mr. Carl Robert 0 24.00 7.8542 NA NA NA NA
1028 0 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test Zakarian, Mr. Mapriededer 0 26.50 7.2250 NA NA NA NA
1029 0 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test Schmidt, Mr. August 0 26.00 13.0000 NA NA NA NA
1030 1 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test Drapkin, Miss. Jennie 1 23.00 8.0500 NA NA NA NA
1031 0 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test Goodwin, Mr. Charles Frederick 0 40.00 46.9000 NA NA NA NA
1032 0 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test Goodwin, Miss. Jessie Allis 0 10.00 46.9000 NA NA NA NA
1033 1 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test Daniels, Miss. Sarah 1 33.00 151.5500 NA NA NA NA
1034 0 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 B57 B59 B63 B66 C titanic_test Ryerson, Mr. Arthur Larned 0 61.00 262.3750 NA NA NA NA
1035 0 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test Beauchamp, Mr. Henry James 0 28.00 26.0000 NA NA NA NA
1036 0 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” 0 42.00 26.5500 NA NA NA NA
1037 0 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test Vander Planke, Mr. Julius 0 31.00 18.0000 NA NA NA NA
1038 0 1 Hilliard, Mr. Herbert Henry male 44.00 0 0 17463 51.8625 E46 S titanic_test Hilliard, Mr. Herbert Henry 0 44.00 51.8625 NA NA NA NA
1039 0 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test Davies, Mr. Evan 0 22.00 8.0500 NA NA NA NA
1040 0 1 Crafton, Mr. John Bertram male 58.00 0 0 113791 26.5500 S titanic_test Crafton, Mr. John Bertram 0 58.00 26.5500 NA NA NA NA
1041 0 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test Lahtinen, Rev. William 0 30.00 26.0000 NA NA NA NA
1042 1 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C54 C titanic_test Earnshaw, Mrs. Boulton (Olive Potter) 1 23.00 83.1583 NA NA NA NA
1043 0 3 Matinoff, Mr. Nicola male 30.00 0 0 349255 7.8958 C titanic_test Matinoff, Mr. Nicola 0 30.00 7.8958 NA NA NA NA
1044 0 3 Storey, Mr. Thomas male 60.50 0 0 3701 7.2500 S titanic_test Storey, Mr. Thomas 0 60.50 7.2500 NA NA NA NA
1045 0 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) 0 36.00 12.1833 NA NA NA NA
1046 0 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Filip Oscar 0 13.00 31.3875 NA NA NA NA
1047 1 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test Duquemin, Mr. Joseph 1 24.00 7.5500 NA NA NA NA
1048 1 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 C97 S titanic_test Bird, Miss. Ellen 1 29.00 221.7792 NA NA NA NA
1049 1 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test Lundin, Miss. Olga Elida 1 23.00 7.8542 NA NA NA NA
1050 0 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 D22 S titanic_test Borebank, Mr. John James 0 42.00 26.5500 NA NA NA NA
1051 0 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Mrs. Benjamin (Edith Nile) 0 26.00 13.7750 NA NA NA NA
1052 1 3 Smyth, Miss. Julia female 18.00 0 0 335432 7.7333 Q titanic_test Smyth, Miss. Julia 1 18.00 7.7333 NA NA NA NA
1053 1 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test Touma, Master. Georges Youssef 1 7.00 15.2458 NA NA NA NA
1054 1 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test Wright, Miss. Marion 1 26.00 13.5000 NA NA NA NA
1055 0 3 Pearce, Mr. Ernest male 31.00 0 0 343271 7.0000 S titanic_test Pearce, Mr. Ernest 0 31.00 7.0000 NA NA NA NA
1056 0 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test Peruschitz, Rev. Joseph Maria 0 41.00 13.0000 NA NA NA NA
1057 1 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test Kink-Heilmann, Mrs. Anton (Luise Heilmann) 1 26.00 22.0250 NA NA NA NA
1058 0 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 B10 C titanic_test Brandeis, Mr. Emil 0 48.00 50.4958 NA NA NA NA
1059 0 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test Ford, Mr. Edward Watson 0 18.00 34.3750 NA NA NA NA
1060 1 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female 36.00 0 0 17770 27.7208 C titanic_test Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) 1 36.00 27.7208 NA NA NA NA
1061 1 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test Hellstrom, Miss. Hilda Maria 1 22.00 8.9625 NA NA NA NA
1062 0 3 Lithman, Mr. Simon male 27.00 0 0 S.O./P.P. 251 7.5500 S titanic_test Lithman, Mr. Simon 0 27.00 7.5500 NA NA NA NA
1063 0 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test Zakarian, Mr. Ortin 0 27.00 7.2250 NA NA NA NA
1064 0 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test Dyker, Mr. Adolf Fredrik 0 23.00 13.9000 NA NA NA NA
1065 0 3 Torfa, Mr. Assad male 20.00 0 0 2673 7.2292 C titanic_test Torfa, Mr. Assad 0 20.00 7.2292 NA NA NA NA
1066 0 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test Asplund, Mr. Carl Oscar Vilhelm Gustafsson 0 40.00 31.3875 NA NA NA NA
1067 1 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test Brown, Miss. Edith Eileen 1 15.00 39.0000 NA NA NA NA
1068 1 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test Sincock, Miss. Maude 1 20.00 36.7500 NA NA NA NA
1069 1 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C116 C titanic_test Stengel, Mr. Charles Emil Henry 1 54.00 55.4417 NA NA NA NA
1070 1 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 F4 S titanic_test Becker, Mrs. Allen Oliver (Nellie E Baumgardner) 1 36.00 39.0000 NA NA NA NA
1071 1 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 E45 C titanic_test Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) 1 64.00 83.1583 NA NA NA NA
1072 0 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test McCrie, Mr. James Matthew 0 30.00 13.0000 NA NA NA NA
1073 0 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 E52 C titanic_test Compton, Mr. Alexander Taylor Jr 0 37.00 83.1583 NA NA NA NA
1074 1 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 D30 S titanic_test Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) 1 18.00 53.1000 NA NA NA NA
1075 0 3 Lane, Mr. Patrick male 16.00 0 0 7935 7.7500 Q titanic_test Lane, Mr. Patrick 0 16.00 7.7500 NA NA NA NA
1076 1 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 B58 B60 C titanic_test Douglas, Mrs. Frederick Charles (Mary Helene Baxter) 1 27.00 247.5208 NA NA NA NA
1077 0 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test Maybery, Mr. Frank Hubert 0 40.00 16.0000 NA NA NA NA
1078 1 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Miss. Alice Frances Louisa 1 21.00 21.0000 NA NA NA NA
1079 0 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test Davies, Mr. Joseph 0 17.00 8.0500 NA NA NA NA
1080 0 3 Sage, Miss. Ada female 10.00 8 2 CA. 2343 69.5500 S titanic_test Sage, Miss. Ada 0 10.00 69.5500 NA NA NA NA
1081 0 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test Veal, Mr. James 0 40.00 13.0000 NA NA NA NA
1082 0 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test Angle, Mr. William A 0 34.00 26.0000 NA NA NA NA
1083 1 1 Salomon, Mr. Abraham L male 43.00 0 0 111163 26.0000 S titanic_test Salomon, Mr. Abraham L 1 43.00 26.0000 NA NA NA NA
1084 0 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. Walter John 0 11.50 14.5000 NA NA NA NA
1085 0 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test Lingane, Mr. John 0 61.00 12.3500 NA NA NA NA
1086 1 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test Drew, Master. Marshall Brines 1 8.00 32.5000 NA NA NA NA
1087 0 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test Karlsson, Mr. Julius Konrad Eugen 0 33.00 7.8542 NA NA NA NA
1088 1 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 E34 C titanic_test Spedden, Master. Robert Douglas 1 6.00 134.5000 NA NA NA NA
1089 1 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test Nilsson, Miss. Berta Olivia 1 18.00 7.7750 NA NA NA NA
1090 0 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test Baimbrigge, Mr. Charles Robert 0 23.00 10.5000 NA NA NA NA
1091 0 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female 63.00 0 0 65305 8.1125 S titanic_test Rasmussen, Mrs. (Lena Jacobsen Solvang) 0 63.00 8.1125 NA NA NA NA
1092 1 3 Murphy, Miss. Nora female 31.00 0 0 36568 15.5000 Q titanic_test Murphy, Miss. Nora 1 31.00 15.5000 NA NA NA NA
1093 0 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test Danbom, Master. Gilbert Sigvard Emanuel 0 0.33 14.4000 NA NA NA NA
1094 0 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C62 C64 C titanic_test Astor, Col. John Jacob 0 47.00 227.5250 NA NA NA NA
1095 1 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test Quick, Miss. Winifred Vera 1 8.00 26.0000 NA NA NA NA
1096 0 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test Andrew, Mr. Frank Thomas 0 25.00 10.5000 NA NA NA NA
1097 1 1 Omont, Mr. Alfred Fernand male 29.00 0 0 F.C. 12998 25.7417 C titanic_test Omont, Mr. Alfred Fernand 1 29.00 25.7417 NA NA NA NA
1098 0 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test McGowan, Miss. Katherine 0 35.00 7.7500 NA NA NA NA
1099 1 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test Collett, Mr. Sidney C Stuart 1 24.00 10.5000 NA NA NA NA
1100 1 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 A11 C titanic_test Rosenbaum, Miss. Edith Louise 1 33.00 27.7208 NA NA NA NA
1101 0 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test Delalic, Mr. Redjo 0 25.00 7.8958 NA NA NA NA
1102 0 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test Andersen, Mr. Albert Karvin 0 32.00 22.5250 NA NA NA NA
1103 1 3 Finoli, Mr. Luigi male 41.00 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test Finoli, Mr. Luigi 1 41.00 7.0500 NA NA NA NA
1104 0 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test Deacon, Mr. Percy William 0 17.00 73.5000 NA NA NA NA
1105 0 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test Howard, Mrs. Benjamin (Ellen Truelove Arman) 0 60.00 26.0000 NA NA NA NA
1106 0 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test Andersson, Miss. Ida Augusta Margareta 0 38.00 7.7750 NA NA NA NA
1107 0 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 B11 S titanic_test Head, Mr. Christopher 0 42.00 42.5000 NA NA NA NA
1108 0 3 Mahon, Miss. Bridget Delia female 20.00 0 0 330924 7.8792 Q titanic_test Mahon, Miss. Bridget Delia 0 20.00 7.8792 NA NA NA NA
1109 0 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test Wick, Mr. George Dennick 0 57.00 164.8667 NA NA NA NA
1110 1 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C80 C titanic_test Widener, Mrs. George Dunton (Eleanor Elkins) 1 50.00 211.5000 NA NA NA NA
1111 0 3 Thomson, Mr. Alexander Morrison male 36.00 0 0 32302 8.0500 S titanic_test Thomson, Mr. Alexander Morrison 0 36.00 8.0500 NA NA NA NA
1112 1 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test Duran y More, Miss. Florentina 1 30.00 13.8583 NA NA NA NA
1113 0 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test Reynolds, Mr. Harold J 0 21.00 8.0500 NA NA NA NA
1114 1 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 F33 S titanic_test Cook, Mrs. (Selena Rogers) 1 22.00 10.5000 NA NA NA NA
1115 1 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test Karlsson, Mr. Einar Gervasius 1 21.00 7.7958 NA NA NA NA
1116 1 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test Candee, Mrs. Edward (Helen Churchill Hungerford) 1 53.00 27.4458 NA NA NA NA
1117 1 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female 25.00 0 2 2661 15.2458 C titanic_test Moubarek, Mrs. George (Omine Amenia” Alexander)” 1 25.00 15.2458 NA NA NA NA
1118 1 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test Asplund, Mr. Johan Charles 1 23.00 7.7958 NA NA NA NA
1119 0 3 McNeill, Miss. Bridget female 32.00 0 0 370368 7.7500 Q titanic_test McNeill, Miss. Bridget 0 32.00 7.7500 NA NA NA NA
1120 0 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test Everett, Mr. Thomas James 0 40.50 15.1000 NA NA NA NA
1121 0 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test Hocking, Mr. Samuel James Metcalfe 0 36.00 13.0000 NA NA NA NA
1122 0 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test Sweet, Mr. George Frederick 0 14.00 65.0000 NA NA NA NA
1123 1 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test Willard, Miss. Constance 1 21.00 26.5500 NA NA NA NA
1124 0 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test Wiklund, Mr. Karl Johan 0 21.00 6.4958 NA NA NA NA
1125 0 3 Linehan, Mr. Michael male 21.00 0 0 330971 7.8792 Q titanic_test Linehan, Mr. Michael 0 21.00 7.8792 NA NA NA NA
1126 0 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C85 C titanic_test Cumings, Mr. John Bradley 0 39.00 71.2833 NA NA NA NA
1127 0 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test Vendel, Mr. Olof Edvin 0 20.00 7.8542 NA NA NA NA
1128 0 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 D37 C titanic_test Warren, Mr. Frank Manley 0 64.00 75.2500 NA NA NA NA
1129 0 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test Baccos, Mr. Raffull 0 20.00 7.2250 NA NA NA NA
1130 0 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test Hiltunen, Miss. Marta 0 18.00 13.0000 NA NA NA NA
1131 1 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C86 C titanic_test Douglas, Mrs. Walter Donald (Mahala Dutton) 1 48.00 106.4250 NA NA NA NA
1132 1 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test Lindstrom, Mrs. Carl Johan (Sigrid Posse) 1 55.00 27.7208 NA NA NA NA
1133 1 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test Christy, Mrs. (Alice Frances) 1 45.00 30.0000 NA NA NA NA
1134 1 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 E34 C titanic_test Spedden, Mr. Frederic Oakley 1 45.00 134.5000 NA NA NA NA
1135 1 3 Hyman, Mr. Abraham male 34.00 0 0 3470 7.8875 S titanic_test Hyman, Mr. Abraham 1 34.00 7.8875 NA NA NA NA
1136 0 3 Johnston, Master. William Arthur Willie”” male 8.00 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Master. William Arthur Willie”” 0 8.00 23.4500 NA NA NA NA
1137 0 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 D21 S titanic_test Kenyon, Mr. Frederick R 0 41.00 51.8625 NA NA NA NA
1138 0 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test Karnes, Mrs. J Frank (Claire Bennett) 0 22.00 21.0000 NA NA NA NA
1139 0 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test Drew, Mr. James Vivian 0 42.00 32.5000 NA NA NA NA
1140 1 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test Hold, Mrs. Stephen (Annie Margaret Hill) 1 29.00 26.0000 NA NA NA NA
1141 1 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female 20.00 1 0 2660 14.4542 C titanic_test Khalil, Mrs. Betros (Zahie Maria” Elias)” 1 20.00 14.4542 NA NA NA NA
1142 1 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test West, Miss. Barbara J 1 0.92 27.7500 NA NA NA NA
1143 1 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test Abrahamsson, Mr. Abraham August Johannes 1 20.00 7.9250 NA NA NA NA
1144 0 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C89 C titanic_test Clark, Mr. Walter Miller 0 27.00 136.7792 NA NA NA NA
1145 0 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test Salander, Mr. Karl Johan 0 24.00 9.3250 NA NA NA NA
1146 0 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test Wenzel, Mr. Linhart 0 32.50 9.5000 NA NA NA NA
1147 0 3 MacKay, Mr. George William male 20.00 0 0 C.A. 42795 7.5500 S titanic_test MacKay, Mr. George William 0 20.00 7.5500 NA NA NA NA
1148 0 3 Mahon, Mr. John male 22.00 0 0 AQ/4 3130 7.7500 Q titanic_test Mahon, Mr. John 0 22.00 7.7500 NA NA NA NA
1149 0 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test Niklasson, Mr. Samuel 0 28.00 8.0500 NA NA NA NA
1150 1 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test Bentham, Miss. Lilian W 1 19.00 13.0000 NA NA NA NA
1151 1 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test Midtsjo, Mr. Karl Albert 1 21.00 7.7750 NA NA NA NA
1152 1 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test de Messemaeker, Mr. Guillaume Joseph 1 36.50 17.4000 NA NA NA NA
1153 0 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test Nilsson, Mr. August Ferdinand 0 21.00 7.8542 NA NA NA NA
1154 1 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” 1 29.00 23.0000 NA NA NA NA
1155 0 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test Klasen, Miss. Gertrud Emilia 0 1.00 12.1833 NA NA NA NA
1156 1 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test Portaluppi, Mr. Emilio Ilario Giuseppe 1 30.00 12.7375 NA NA NA NA
1157 0 3 Lyntakoff, Mr. Stanko male 44.00 0 0 349235 7.8958 S titanic_test Lyntakoff, Mr. Stanko 0 44.00 7.8958 NA NA NA NA
1158 0 1 Chisholm, Mr. Roderick Robert Crispin male 43.00 0 0 112051 0.0000 S titanic_test Chisholm, Mr. Roderick Robert Crispin 0 43.00 0.0000 NA NA NA NA
1159 0 3 Warren, Mr. Charles William male 31.00 0 0 C.A. 49867 7.5500 S titanic_test Warren, Mr. Charles William 0 31.00 7.5500 NA NA NA NA
1160 1 3 Howard, Miss. May Elizabeth female 26.00 0 0 A. 2. 39186 8.0500 S titanic_test Howard, Miss. May Elizabeth 1 26.00 8.0500 NA NA NA NA
1161 0 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test Pokrnic, Mr. Mate 0 17.00 8.6625 NA NA NA NA
1162 0 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C6 C titanic_test McCaffry, Mr. Thomas Francis 0 46.00 75.2417 NA NA NA NA
1163 0 3 Fox, Mr. Patrick male 28.00 0 0 368573 7.7500 Q titanic_test Fox, Mr. Patrick 0 28.00 7.7500 NA NA NA NA
1164 1 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C89 C titanic_test Clark, Mrs. Walter Miller (Virginia McDowell) 1 26.00 136.7792 NA NA NA NA
1165 1 3 Lennon, Miss. Mary female 18.00 1 0 370371 15.5000 Q titanic_test Lennon, Miss. Mary 1 18.00 15.5000 NA NA NA NA
1166 0 3 Saade, Mr. Jean Nassr male 20.00 0 0 2676 7.2250 C titanic_test Saade, Mr. Jean Nassr 0 20.00 7.2250 NA NA NA NA
1167 1 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test Bryhl, Miss. Dagmar Jenny Ingeborg 1 20.00 26.0000 NA NA NA NA
1168 0 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test Parker, Mr. Clifford Richard 0 28.00 10.5000 NA NA NA NA
1169 0 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test Faunthorpe, Mr. Harry 0 40.00 26.0000 NA NA NA NA
1170 0 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test Ware, Mr. John James 0 30.00 21.0000 NA NA NA NA
1171 1 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test Oxenham, Mr. Percy Thomas 1 22.00 10.5000 NA NA NA NA
1172 0 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test Oreskovic, Miss. Jelka 0 23.00 8.6625 NA NA NA NA
1173 0 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Master. Alfred Edward 0 0.75 13.7750 NA NA NA NA
1174 0 3 Fleming, Miss. Honora female 22.00 0 0 364859 7.7500 Q titanic_test Fleming, Miss. Honora 0 22.00 7.7500 NA NA NA NA
1175 1 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test Touma, Miss. Maria Youssef 1 9.00 15.2458 NA NA NA NA
1176 0 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test Rosblom, Miss. Salli Helena 0 2.00 20.2125 NA NA NA NA
1177 0 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test Dennis, Mr. William 0 36.00 7.2500 NA NA NA NA
1178 0 3 Franklin, Mr. Charles (Charles Fardon) male 46.00 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test Franklin, Mr. Charles (Charles Fardon) 0 46.00 7.2500 NA NA NA NA
1179 1 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 B45 S titanic_test Snyder, Mr. John Pillsbury 1 24.00 82.2667 NA NA NA NA
1180 0 3 Mardirosian, Mr. Sarkis male 25.00 0 0 2655 7.2292 F E46 C titanic_test Mardirosian, Mr. Sarkis 0 25.00 7.2292 NA NA NA NA
1181 0 3 Ford, Mr. Arthur male 23.00 0 0 A/5 1478 8.0500 S titanic_test Ford, Mr. Arthur 0 23.00 8.0500 NA NA NA NA
1182 1 1 Rheims, Mr. George Alexander Lucien male 33.00 0 0 PC 17607 39.6000 S titanic_test Rheims, Mr. George Alexander Lucien 1 33.00 39.6000 NA NA NA NA
1183 1 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test Daly, Miss. Margaret Marcella Maggie”” 1 30.00 6.9500 NA NA NA NA
1184 0 3 Nasr, Mr. Mustafa male 20.00 0 0 2652 7.2292 C titanic_test Nasr, Mr. Mustafa 0 20.00 7.2292 NA NA NA NA
1185 1 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 A34 S titanic_test Dodge, Dr. Washington 1 53.00 81.8583 NA NA NA NA
1186 0 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test Wittevrongel, Mr. Camille 0 36.00 9.5000 NA NA NA NA
1187 0 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test Angheloff, Mr. Minko 0 26.00 7.8958 NA NA NA NA
1188 1 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test Laroche, Miss. Louise 1 1.00 41.5792 NA NA NA NA
1189 0 3 Samaan, Mr. Hanna male 40.00 2 0 2662 21.6792 C titanic_test Samaan, Mr. Hanna 0 40.00 21.6792 NA NA NA NA
1190 0 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test Loring, Mr. Joseph Holland 0 30.00 45.5000 NA NA NA NA
1191 0 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test Johansson, Mr. Nils 0 29.00 7.8542 NA NA NA NA
1192 1 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test Olsson, Mr. Oscar Wilhelm 1 32.00 7.7750 NA NA NA NA
1193 0 2 Malachard, Mr. Noel male 25.00 0 0 237735 15.0458 D C titanic_test Malachard, Mr. Noel 0 25.00 15.0458 NA NA NA NA
1194 0 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Mr. Escott Robert 0 43.00 21.0000 NA NA NA NA
1195 0 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test Pokrnic, Mr. Tome 0 24.00 8.6625 NA NA NA NA
1196 1 3 McCarthy, Miss. Catherine Katie”” female 24.00 0 0 383123 7.7500 Q titanic_test McCarthy, Miss. Catherine Katie”” 1 24.00 7.7500 NA NA NA NA
1197 1 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 B26 S titanic_test Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) 1 64.00 26.5500 NA NA NA NA
1198 0 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 C22 C26 S titanic_test Allison, Mr. Hudson Joshua Creighton 0 30.00 151.5500 NA NA NA NA
1199 1 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test Aks, Master. Philip Frank 1 0.83 9.3500 NA NA NA NA
1200 0 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 B69 S titanic_test Hays, Mr. Charles Melville 0 55.00 93.5000 NA NA NA NA
1201 1 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test Hansen, Mrs. Claus Peter (Jennie L Howard) 1 45.00 14.1083 NA NA NA NA
1202 0 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test Cacic, Mr. Jego Grga 0 18.00 8.6625 NA NA NA NA
1203 1 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test Vartanian, Mr. David 1 22.00 7.2250 NA NA NA NA
1204 0 3 Sadowitz, Mr. Harry male 16.00 0 0 LP 1588 7.5750 S titanic_test Sadowitz, Mr. Harry 0 16.00 7.5750 NA NA NA NA
1205 0 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test Carr, Miss. Jeannie 0 37.00 7.7500 NA NA NA NA
1206 1 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C32 C titanic_test White, Mrs. John Stuart (Ella Holmes) 1 55.00 135.6333 NA NA NA NA
1207 0 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test Hagardon, Miss. Kate 0 17.00 7.7333 NA NA NA NA
1208 0 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 B78 C titanic_test Spencer, Mr. William Augustus 0 57.00 146.5208 NA NA NA NA
1209 0 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test Rogers, Mr. Reginald Harry 0 19.00 10.5000 NA NA NA NA
1210 0 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test Jonsson, Mr. Nils Hilding 0 27.00 7.8542 NA NA NA NA
1211 0 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Ernest Wilfred 0 22.00 31.5000 NA NA NA NA
1212 0 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test Andersson, Mr. Johan Samuel 0 26.00 7.7750 NA NA NA NA
1213 0 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 F E57 C titanic_test Krekorian, Mr. Neshan 0 25.00 7.2292 NA NA NA NA
1214 0 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 F2 S titanic_test Nesson, Mr. Israel 0 26.00 13.0000 NA NA NA NA
1215 0 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test Rowe, Mr. Alfred G 0 33.00 26.5500 NA NA NA NA
1216 1 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test Kreuchen, Miss. Emilie 1 39.00 211.3375 NA NA NA NA
1217 0 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test Assam, Mr. Ali 0 23.00 7.0500 NA NA NA NA
1218 1 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 F4 S titanic_test Becker, Miss. Ruth Elizabeth 1 12.00 39.0000 NA NA NA NA
1219 0 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test Rosenshine, Mr. George (Mr George Thorne”)” 0 46.00 79.2000 NA NA NA NA
1220 0 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test Clarke, Mr. Charles Valentine 0 29.00 26.0000 NA NA NA NA
1221 0 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test Enander, Mr. Ingvar 0 21.00 13.0000 NA NA NA NA
1222 1 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) 1 48.00 36.7500 NA NA NA NA
1223 0 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 A18 C titanic_test Dulles, Mr. William Crothers 0 39.00 29.7000 NA NA NA NA
1224 0 3 Thomas, Mr. Tannous male 16.00 0 0 2684 7.2250 C titanic_test Thomas, Mr. Tannous 0 16.00 7.2250 NA NA NA NA
1225 1 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test Nakid, Mrs. Said (Waika Mary” Mowad)” 1 19.00 15.7417 NA NA NA NA
1226 0 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test Cor, Mr. Ivan 0 27.00 7.8958 NA NA NA NA
1227 0 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 C106 S titanic_test Maguire, Mr. John Edward 0 30.00 26.0000 NA NA NA NA
1228 0 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test de Brito, Mr. Jose Joaquim 0 32.00 13.0000 NA NA NA NA
1229 0 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test Elias, Mr. Joseph 0 39.00 7.2292 NA NA NA NA
1230 0 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test Denbury, Mr. Herbert 0 25.00 31.5000 NA NA NA NA
1231 0 3 Betros, Master. Seman male 10.00 0 0 2622 7.2292 C titanic_test Betros, Master. Seman 0 10.00 7.2292 NA NA NA NA
1232 0 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test Fillbrook, Mr. Joseph Charles 0 18.00 10.5000 NA NA NA NA
1233 1 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test Lundstrom, Mr. Thure Edvin 1 32.00 7.5792 NA NA NA NA
1234 0 3 Sage, Mr. John George male 44.00 1 9 CA. 2343 69.5500 S titanic_test Sage, Mr. John George 0 44.00 69.5500 NA NA NA NA
1235 1 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 B51 B53 B55 C titanic_test Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) 1 58.00 512.3292 NA NA NA NA
1236 0 3 van Billiard, Master. James William male 10.00 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. James William 0 10.00 14.5000 NA NA NA NA
1237 1 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test Abelseth, Miss. Karen Marie 1 16.00 7.6500 NA NA NA NA
1238 0 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test Botsford, Mr. William Hull 0 26.00 13.0000 NA NA NA NA
1239 1 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test Whabee, Mrs. George Joseph (Shawneene Abi-Saab) 1 38.00 7.2292 NA NA NA NA
1240 0 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test Giles, Mr. Ralph 0 24.00 13.5000 NA NA NA NA
1241 1 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test Walcroft, Miss. Nellie 1 31.00 21.0000 NA NA NA NA
1242 1 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 D10 D12 C titanic_test Greenfield, Mrs. Leo David (Blanche Strouse) 1 45.00 63.3583 NA NA NA NA
1243 0 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test Stokes, Mr. Philip Joseph 0 25.00 10.5000 NA NA NA NA
1244 0 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test Dibden, Mr. William 0 18.00 73.5000 NA NA NA NA
1245 0 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test Herman, Mr. Samuel 0 49.00 65.0000 NA NA NA NA
1246 1 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test Dean, Miss. Elizabeth Gladys Millvina”” 1 0.17 20.5750 NA NA NA NA
1247 0 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 E60 S titanic_test Julian, Mr. Henry Forbes 0 50.00 26.0000 NA NA NA NA
1248 1 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 C101 S titanic_test Brown, Mrs. John Murray (Caroline Lane Lamson) 1 59.00 51.4792 NA NA NA NA
1249 0 3 Lockyer, Mr. Edward male 19.00 0 0 1222 7.8792 S titanic_test Lockyer, Mr. Edward 0 19.00 7.8792 NA NA NA NA
1250 0 3 O’Keefe, Mr. Patrick male 21.00 0 0 368402 7.7500 Q titanic_test O’Keefe, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1251 0 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) 0 30.00 15.5500 NA NA NA NA
1252 0 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test Sage, Master. William Henry 0 14.50 69.5500 NA NA NA NA
1253 1 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test Mallet, Mrs. Albert (Antoinette Magnin) 1 24.00 37.0042 NA NA NA NA
1254 1 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test Ware, Mrs. John James (Florence Louise Long) 1 31.00 21.0000 NA NA NA NA
1255 0 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test Strilic, Mr. Ivan 0 27.00 8.6625 NA NA NA NA
1256 1 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 E50 C titanic_test Harder, Mrs. George Achilles (Dorothy Annan) 1 25.00 55.4417 NA NA NA NA
1257 0 3 Sage, Mrs. John (Annie Bullen) female 44.00 1 9 CA. 2343 69.5500 S titanic_test Sage, Mrs. John (Annie Bullen) 0 44.00 69.5500 NA NA NA NA
1258 0 3 Caram, Mr. Joseph male 28.00 1 0 2689 14.4583 C titanic_test Caram, Mr. Joseph 0 28.00 14.4583 NA NA NA NA
1259 0 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test Riihivouri, Miss. Susanna Juhantytar Sanni”” 0 22.00 39.6875 NA NA NA NA
1260 1 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test Gibson, Mrs. Leonard (Pauline C Boeson) 1 45.00 59.4000 NA NA NA NA
1261 1 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test Pallas y Castello, Mr. Emilio 1 29.00 13.8583 NA NA NA NA
1262 0 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test Giles, Mr. Edgar 0 21.00 11.5000 NA NA NA NA
1263 1 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 E39 E41 C titanic_test Wilson, Miss. Helen Alice 1 31.00 134.5000 NA NA NA NA
1264 1 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 B52 B54 B56 S titanic_test Ismay, Mr. Joseph Bruce 1 49.00 0.0000 NA NA NA NA
1265 0 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test Harbeck, Mr. William H 0 44.00 13.0000 NA NA NA NA
1266 1 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 A34 S titanic_test Dodge, Mrs. Washington (Ruth Vidaver) 1 54.00 81.8583 NA NA NA NA
1267 1 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test Bowen, Miss. Grace Scott 1 45.00 262.3750 NA NA NA NA
1268 0 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test Kink, Miss. Maria 0 22.00 8.6625 NA NA NA NA
1269 0 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test Cotterill, Mr. Henry Harry”” 0 21.00 11.5000 NA NA NA NA
1270 0 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 C39 S titanic_test Hipkins, Mr. William Edward 0 55.00 50.0000 NA NA NA NA
1271 0 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Carl Edgar 0 5.00 31.3875 NA NA NA NA
1272 0 3 O’Connor, Mr. Patrick male 23.00 0 0 366713 7.7500 Q titanic_test O’Connor, Mr. Patrick 0 23.00 7.7500 NA NA NA NA
1273 0 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test Foley, Mr. Joseph 0 26.00 7.8792 NA NA NA NA
1274 0 3 Risien, Mrs. Samuel (Emma) female 64.00 0 0 364498 14.5000 S titanic_test Risien, Mrs. Samuel (Emma) 0 64.00 14.5000 NA NA NA NA
1275 0 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test McNamee, Mrs. Neal (Eileen O’Leary) 0 19.00 16.1000 NA NA NA NA
1276 0 2 Wheeler, Mr. Edwin Frederick”” male 26.00 0 0 SC/PARIS 2159 12.8750 S titanic_test Wheeler, Mr. Edwin Frederick”” 0 26.00 12.8750 NA NA NA NA
1277 1 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test Herman, Miss. Kate 1 24.00 65.0000 NA NA NA NA
1278 0 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test Aronsson, Mr. Ernst Axel Algot 0 24.00 7.7750 NA NA NA NA
1279 0 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test Ashby, Mr. John 0 57.00 13.0000 NA NA NA NA
1280 0 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test Canavan, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1281 0 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test Palsson, Master. Paul Folke 0 6.00 21.0750 NA NA NA NA
1282 0 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 B24 S titanic_test Payne, Mr. Vivian Ponsonby 0 23.00 93.5000 NA NA NA NA
1283 1 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 D28 S titanic_test Lines, Mrs. Ernest H (Elizabeth Lindsey James) 1 51.00 39.4000 NA NA NA NA
1284 0 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test Abbott, Master. Eugene Joseph 0 13.00 20.2500 NA NA NA NA
1285 0 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test Gilbert, Mr. William 0 47.00 10.5000 NA NA NA NA
1286 1 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test Kink-Heilmann, Mr. Anton 1 29.00 22.0250 NA NA NA NA
1287 1 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 C31 S titanic_test Smith, Mrs. Lucien Philip (Mary Eloise Hughes) 1 18.00 60.0000 NA NA NA NA
1288 0 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test Colbert, Mr. Patrick 0 24.00 7.2500 NA NA NA NA
1289 1 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 B41 C titanic_test Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) 1 48.00 79.2000 NA NA NA NA
1290 0 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test Larsson-Rondberg, Mr. Edvard A 0 22.00 7.7750 NA NA NA NA
1291 0 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test Conlon, Mr. Thomas Henry 0 31.00 7.7333 NA NA NA NA
1292 1 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 C7 S titanic_test Bonnell, Miss. Caroline 1 30.00 164.8667 NA NA NA NA
1293 0 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test Gale, Mr. Harry 0 38.00 21.0000 NA NA NA NA
1294 1 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test Gibson, Miss. Dorothy Winifred 1 22.00 59.4000 NA NA NA NA
1295 0 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test Carrau, Mr. Jose Pedro 0 17.00 47.1000 NA NA NA NA
1296 1 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 D40 C titanic_test Frauenthal, Mr. Isaac Gerald 1 43.00 27.7208 NA NA NA NA
1297 1 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 D38 C titanic_test Nourney, Mr. Alfred (Baron von Drachstedt”)” 1 20.00 13.8625 NA NA NA NA
1298 0 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test Ware, Mr. William Jeffery 0 23.00 10.5000 NA NA NA NA
1299 0 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C80 C titanic_test Widener, Mr. George Dunton 0 50.00 211.5000 NA NA NA NA
1300 1 3 Riordan, Miss. Johanna Hannah”” female 21.00 0 0 334915 7.7208 Q titanic_test Riordan, Miss. Johanna Hannah”” 1 21.00 7.7208 NA NA NA NA
1301 0 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Miss. Treasteall 0 3.00 13.7750 NA NA NA NA
1302 0 3 Naughton, Miss. Hannah female 21.00 0 0 365237 7.7500 Q titanic_test Naughton, Miss. Hannah 0 21.00 7.7500 NA NA NA NA
1303 1 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 C78 Q titanic_test Minahan, Mrs. William Edward (Lillian E Thorpe) 1 37.00 90.0000 NA NA NA NA
1304 0 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test Henriksson, Miss. Jenny Lovisa 0 28.00 7.7750 NA NA NA NA
1305 0 3 Spector, Mr. Woolf male 23.00 0 0 A.5. 3236 8.0500 S titanic_test Spector, Mr. Woolf 0 23.00 8.0500 NA NA NA NA
1306 1 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C105 C titanic_test Oliva y Ocana, Dona. Fermina 1 39.00 108.9000 NA NA NA NA
1307 0 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test Saether, Mr. Simon Sivertsen 0 38.50 7.2500 NA NA NA NA
1308 0 3 Ware, Mr. Frederick male 35.00 0 0 359309 8.0500 S titanic_test Ware, Mr. Frederick 0 35.00 8.0500 NA NA NA NA
1309 1 3 Peter, Master. Michael J male 4.00 1 1 2668 22.3583 C titanic_test Peter, Master. Michael J 1 4.00 22.3583 NA NA NA NA

5.3.4 Cabin Preparation

ลบคอลัมน์นี้ทิ้ง เนื่องจาก Missing Value เกิดขึ้นกว่า 70% ของข้อมูลทั้งหมดในคอลัมน์ Cabin

prep_survived_age_fare$Cabin <- NULL # ลบคอลัมน์ Cabin ทิ้ง

prep_survived_age_fare_cabin <- prep_survived_age_fare # reuseable ตัวแปร

prep_survived_age_fare_cabin |> styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 20 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S titanic_train NA NA NA NA NA NA NA NA
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C titanic_train NA NA NA NA NA NA NA NA
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S titanic_train NA NA NA NA NA NA NA NA
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 S titanic_train NA NA NA NA NA NA NA NA
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S titanic_train NA NA NA NA NA NA NA NA
6 0 3 Moran, Mr. James male 28.00 0 0 330877 8.4583 Q titanic_train NA NA NA NA Moran, Mr. James 0 28 Q
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.8625 S titanic_train NA NA NA NA NA NA NA NA
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 S titanic_train NA NA NA NA NA NA NA NA
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 S titanic_train NA NA NA NA NA NA NA NA
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S titanic_train NA NA NA NA NA NA NA NA
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S titanic_train NA NA NA NA NA NA NA NA
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S titanic_train NA NA NA NA NA NA NA NA
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
18 1 2 Williams, Mr. Charles Eugene male 23.00 0 0 244373 13.0000 S titanic_train NA NA NA NA Williams, Mr. Charles Eugene 1 23 S
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S titanic_train NA NA NA NA NA NA NA NA
20 1 3 Masselmani, Mrs. Fatima female 22.00 0 0 2649 7.2250 C titanic_train NA NA NA NA Masselmani, Mrs. Fatima 1 22 C
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 S titanic_train NA NA NA NA NA NA NA NA
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q titanic_train NA NA NA NA NA NA NA NA
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 S titanic_train NA NA NA NA NA NA NA NA
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
27 0 3 Emir, Mr. Farred Chehab male 26.00 0 0 2631 7.2250 C titanic_train NA NA NA NA Emir, Mr. Farred Chehab 0 26 C
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female 22.00 0 0 330959 7.8792 Q titanic_train NA NA NA NA O’Dwyer, Miss. Ellen “Nellie” 1 22 Q
30 0 3 Todoroff, Mr. Lalio male 23.00 0 0 349216 7.8958 S titanic_train NA NA NA NA Todoroff, Mr. Lalio 0 23 S
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C titanic_train NA NA NA NA NA NA NA NA
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female 48.00 1 0 PC 17569 146.5208 C titanic_train NA NA NA NA Spencer, Mrs. William Augustus (Marie Eugenie) 1 48 C
33 1 3 Glynn, Miss. Mary Agatha female 18.00 0 0 335677 7.7500 Q titanic_train NA NA NA NA Glynn, Miss. Mary Agatha 1 18 Q
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S titanic_train NA NA NA NA NA NA NA NA
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA NA NA NA NA
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
37 1 3 Mamee, Mr. Hanna male 20.00 0 0 2677 7.2292 C titanic_train NA NA NA NA Mamee, Mr. Hanna 1 20 C
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.0500 S titanic_train NA NA NA NA NA NA NA NA
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S titanic_train NA NA NA NA NA NA NA NA
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
43 0 3 Kraeff, Mr. Theodor male 28.00 0 0 349253 7.8958 C titanic_train NA NA NA NA Kraeff, Mr. Theodor 0 NA C
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
45 1 3 Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q titanic_train NA NA NA NA NA NA NA NA
46 0 3 Rogers, Mr. William John male 30.00 0 0 S.C./A.4. 23567 8.0500 S titanic_train NA NA NA NA Rogers, Mr. William John 0 30 S
47 0 3 Lennon, Mr. Denis male 20.00 1 0 370371 15.5000 Q titanic_train NA NA NA NA Lennon, Mr. Denis 0 20 Q
48 1 3 O’Driscoll, Miss. Bridget female 27.00 0 0 14311 7.7500 Q titanic_train NA NA NA NA O’Driscoll, Miss. Bridget 1 27 Q
49 0 3 Samaan, Mr. Youssef male 16.00 2 0 2662 21.6792 C titanic_train NA NA NA NA Samaan, Mr. Youssef 0 16 C
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 1 0 349237 17.8000 S titanic_train NA NA NA NA NA NA NA NA
51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.8000 S titanic_train NA NA NA NA NA NA NA NA
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 C titanic_train NA NA NA NA NA NA NA NA
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S titanic_train NA NA NA NA NA NA NA NA
55 0 1 Ostby, Mr. Engelhart Cornelius male 65.00 0 1 113509 61.9792 C titanic_train NA NA NA NA NA NA NA NA
56 1 1 Woolner, Mr. Hugh male 45.00 0 0 19947 35.5000 S titanic_train NA NA NA NA Woolner, Mr. Hugh 1 45 S
57 1 2 Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.5000 S titanic_train NA NA NA NA NA NA NA NA
58 0 3 Novel, Mr. Mansouer male 28.50 0 0 2697 7.2292 C titanic_train NA NA NA NA NA NA NA NA
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
61 0 3 Sirayanian, Mr. Orsen male 22.00 0 0 2669 7.2292 C titanic_train NA NA NA NA NA NA NA NA
62 1 1 Icard, Miss. Amelie female 38.00 0 0 113572 80.0000 titanic_train NA NA NA NA Icard, Miss. Amelie 1 38 S
63 0 1 Harris, Mr. Henry Birkhardt male 45.00 1 0 36973 83.4750 S titanic_train NA NA NA NA NA NA NA NA
64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
65 0 1 Stewart, Mr. Albert A male 64.00 0 0 PC 17605 27.7208 C titanic_train NA NA NA NA Stewart, Mr. Albert A 0 64 C
66 1 3 Moubarek, Master. Gerios male 7.00 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Gerios 1 7 C
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 S titanic_train NA NA NA NA NA NA NA NA
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.1583 S titanic_train NA NA NA NA NA NA NA NA
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S titanic_train NA NA NA NA NA NA NA NA
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.6625 S titanic_train NA NA NA NA NA NA NA NA
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.5000 S titanic_train NA NA NA NA NA NA NA NA
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
74 0 3 Chronopoulos, Mr. Apostolos male 26.00 1 0 2680 14.4542 C titanic_train NA NA NA NA NA NA NA NA
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.6500 S titanic_train NA NA NA NA NA NA NA NA
77 0 3 Staneff, Mr. Ivan male 23.00 0 0 349208 7.8958 S titanic_train NA NA NA NA Staneff, Mr. Ivan 0 23 S
78 0 3 Moutal, Mr. Rahamin Haim male 28.00 0 0 374746 8.0500 S titanic_train NA NA NA NA Moutal, Mr. Rahamin Haim 0 28 S
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
80 1 3 Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.4750 S titanic_train NA NA NA NA NA NA NA NA
81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.0000 S titanic_train NA NA NA NA NA NA NA NA
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S titanic_train NA NA NA NA NA NA NA NA
83 1 3 McDermott, Miss. Brigdet Delia female 31.00 0 0 330932 7.7875 Q titanic_train NA NA NA NA McDermott, Miss. Brigdet Delia 1 31 Q
84 0 1 Carrau, Mr. Francisco M male 28.00 0 0 113059 47.1000 S titanic_train NA NA NA NA NA NA NA NA
85 1 2 Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.5000 S titanic_train NA NA NA NA NA NA NA NA
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
88 0 3 Slocovski, Mr. Selman Francis male 20.00 0 0 SOTON/OQ 392086 8.0500 S titanic_train NA NA NA NA Slocovski, Mr. Selman Francis 0 20 S
89 1 1 Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
90 0 3 Celotti, Mr. Francesco male 24.00 0 0 343275 8.0500 S titanic_train NA NA NA NA NA NA NA NA
91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.0500 S titanic_train NA NA NA NA NA NA NA NA
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.8542 S titanic_train NA NA NA NA NA NA NA NA
93 0 1 Chaffee, Mr. Herbert Fuller male 46.00 1 0 W.E.P. 5734 61.1750 S titanic_train NA NA NA NA NA NA NA NA
94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.2500 S titanic_train NA NA NA NA NA NA NA NA
96 0 3 Shorney, Mr. Charles Joseph male 22.00 0 0 374910 8.0500 S titanic_train NA NA NA NA Shorney, Mr. Charles Joseph 0 22 S
97 0 1 Goldschmidt, Mr. George B male 71.00 0 0 PC 17754 34.6542 C titanic_train NA NA NA NA NA NA NA NA
98 1 1 Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 C titanic_train NA NA NA NA NA NA NA NA
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.0000 S titanic_train NA NA NA NA NA NA NA NA
100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
101 0 3 Petranec, Miss. Matilda female 28.00 0 0 349245 7.8958 S titanic_train NA NA NA NA NA NA NA NA
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male 29.00 0 0 349215 7.8958 S titanic_train NA NA NA NA Petroff, Mr. Pastcho (“Pentcho”) 0 29 S
103 0 1 White, Mr. Richard Frasar male 21.00 0 1 35281 77.2875 S titanic_train NA NA NA NA NA NA NA NA
104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.6542 S titanic_train NA NA NA NA NA NA NA NA
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.9250 S titanic_train NA NA NA NA NA NA NA NA
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.8958 S titanic_train NA NA NA NA NA NA NA NA
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S titanic_train NA NA NA NA NA NA NA NA
108 1 3 Moss, Mr. Albert Johan male 29.00 0 0 312991 7.7750 S titanic_train NA NA NA NA Moss, Mr. Albert Johan 1 29 S
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.8958 S titanic_train NA NA NA NA NA NA NA NA
110 1 3 Moran, Miss. Bertha female 28.00 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Miss. Bertha 1 28 Q
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.0000 S titanic_train NA NA NA NA NA NA NA NA
112 0 3 Zabour, Miss. Hileni female 14.50 1 0 2665 14.4542 C titanic_train NA NA NA NA NA NA NA NA
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.0500 S titanic_train NA NA NA NA NA NA NA NA
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.8250 S titanic_train NA NA NA NA NA NA NA NA
115 0 3 Attalah, Miss. Malake female 17.00 0 0 2627 14.4583 C titanic_train NA NA NA NA NA NA NA NA
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.9250 S titanic_train NA NA NA NA NA NA NA NA
117 0 3 Connors, Mr. Patrick male 70.50 0 0 370369 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
119 0 1 Baxter, Mr. Quigg Edmond male 24.00 0 1 PC 17558 247.5208 C titanic_train NA NA NA NA NA NA NA NA
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
122 0 3 Moore, Mr. Leonard Charles male 19.00 0 0 A4. 54510 8.0500 S titanic_train NA NA NA NA Moore, Mr. Leonard Charles 0 19 S
123 0 2 Nasser, Mr. Nicholas male 32.50 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.0000 S titanic_train NA NA NA NA NA NA NA NA
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.2875 S titanic_train NA NA NA NA NA NA NA NA
126 1 3 Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
127 0 3 McMahon, Mr. Martin male 19.00 0 0 370372 7.7500 Q titanic_train NA NA NA NA McMahon, Mr. Martin 0 19 Q
128 1 3 Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.1417 S titanic_train NA NA NA NA NA NA NA NA
129 1 3 Peter, Miss. Anna female 2.00 1 1 2668 22.3583 C titanic_train NA NA NA NA Peter, Miss. Anna 1 2 C
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.9750 S titanic_train NA NA NA NA NA NA NA NA
131 0 3 Drazenoic, Mr. Jozef male 33.00 0 0 349241 7.8958 C titanic_train NA NA NA NA NA NA NA NA
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S titanic_train NA NA NA NA NA NA NA NA
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.5000 S titanic_train NA NA NA NA NA NA NA NA
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S titanic_train NA NA NA NA NA NA NA NA
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.0000 S titanic_train NA NA NA NA NA NA NA NA
136 0 2 Richard, Mr. Emile male 23.00 0 0 SC/PARIS 2133 15.0458 C titanic_train NA NA NA NA NA NA NA NA
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 S titanic_train NA NA NA NA NA NA NA NA
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.1000 S titanic_train NA NA NA NA NA NA NA NA
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.2167 S titanic_train NA NA NA NA NA NA NA NA
140 0 1 Giglio, Mr. Victor male 24.00 0 0 PC 17593 79.2000 C titanic_train NA NA NA NA NA NA NA NA
141 0 3 Boulos, Mrs. Joseph (Sultana) female 40.00 0 2 2678 15.2458 C titanic_train NA NA NA NA Boulos, Mrs. Joseph (Sultana) 0 40 C
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S titanic_train NA NA NA NA NA NA NA NA
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
144 0 3 Burke, Mr. Jeremiah male 19.00 0 0 365222 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.5000 S titanic_train NA NA NA NA NA NA NA NA
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S titanic_train NA NA NA NA NA NA NA NA
148 0 3 Ford, Miss. Robina Maggie “Ruby” female 9.00 2 2 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.0000 S titanic_train NA NA NA NA NA NA NA NA
150 0 2 Byles, Rev. Thomas Roussel Davids male 42.00 0 0 244310 13.0000 S titanic_train NA NA NA NA NA NA NA NA
151 0 2 Bateman, Rev. Robert James male 51.00 0 0 S.O.P. 1166 12.5250 S titanic_train NA NA NA NA NA NA NA NA
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.6000 S titanic_train NA NA NA NA NA NA NA NA
153 0 3 Meo, Mr. Alfonzo male 55.50 0 0 A.5. 11206 8.0500 S titanic_train NA NA NA NA NA NA NA NA
154 0 3 van Billiard, Mr. Austin Blyler male 40.50 0 2 A/5. 851 14.5000 S titanic_train NA NA NA NA NA NA NA NA
155 0 3 Olsen, Mr. Ole Martin male 27.00 0 0 Fa 265302 7.3125 S titanic_train NA NA NA NA Olsen, Mr. Ole Martin 0 27 S
156 0 1 Williams, Mr. Charles Duane male 51.00 0 1 PC 17597 61.3792 C titanic_train NA NA NA NA NA NA NA NA
157 1 3 Gilnagh, Miss. Katherine “Katie” female 16.00 0 0 35851 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
158 0 3 Corn, Mr. Harry male 30.00 0 0 SOTON/OQ 392090 8.0500 S titanic_train NA NA NA NA NA NA NA NA
159 0 3 Smiljanic, Mr. Mile male 37.00 0 0 315037 8.6625 S titanic_train NA NA NA NA Smiljanic, Mr. Mile 0 37 S
160 0 3 Sage, Master. Thomas Henry male 5.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Master. Thomas Henry 0 5 S
161 0 3 Cribb, Mr. John Hatfield male 44.00 0 1 371362 16.1000 S titanic_train NA NA NA NA NA NA NA NA
162 1 2 Watt, Mrs. James (Elizabeth “Bessie” Inglis Milne) female 40.00 0 0 C.A. 33595 15.7500 S titanic_train NA NA NA NA NA NA NA NA
163 0 3 Bengtsson, Mr. John Viktor male 26.00 0 0 347068 7.7750 S titanic_train NA NA NA NA NA NA NA NA
164 0 3 Calic, Mr. Jovo male 17.00 0 0 315093 8.6625 S titanic_train NA NA NA NA NA NA NA NA
165 0 3 Panula, Master. Eino Viljami male 1.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
166 1 3 Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female 48.00 0 1 113505 55.0000 S titanic_train NA NA NA NA Chibnall, Mrs. (Edith Martha Bowerman) 1 48 S
168 0 3 Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45.00 1 4 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
169 0 1 Baumann, Mr. John D male 48.00 0 0 PC 17318 25.9250 S titanic_train NA NA NA NA Baumann, Mr. John D 0 48 S
170 0 3 Ling, Mr. Lee male 28.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
171 0 1 Van der hoef, Mr. Wyckoff male 61.00 0 0 111240 33.5000 S titanic_train NA NA NA NA NA NA NA NA
172 0 3 Rice, Master. Arthur male 4.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
173 1 3 Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
174 0 3 Sivola, Mr. Antti Wilhelm male 21.00 0 0 STON/O 2. 3101280 7.9250 S titanic_train NA NA NA NA NA NA NA NA
175 0 1 Smith, Mr. James Clinch male 56.00 0 0 17764 30.6958 C titanic_train NA NA NA NA NA NA NA NA
176 0 3 Klasen, Mr. Klas Albin male 18.00 1 1 350404 7.8542 S titanic_train NA NA NA NA NA NA NA NA
177 0 3 Lefebre, Master. Henry Forbes male 50.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Master. Henry Forbes 0 50 S
178 0 1 Isham, Miss. Ann Elizabeth female 50.00 0 0 PC 17595 28.7125 C titanic_train NA NA NA NA NA NA NA NA
179 0 2 Hale, Mr. Reginald male 30.00 0 0 250653 13.0000 S titanic_train NA NA NA NA NA NA NA NA
180 0 3 Leonard, Mr. Lionel male 36.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
181 0 3 Sage, Miss. Constance Gladys female 7.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Constance Gladys 0 7 S
182 0 2 Pernot, Mr. Rene male 39.00 0 0 SC/PARIS 2131 15.0500 C titanic_train NA NA NA NA Pernot, Mr. Rene 0 39 C
183 0 3 Asplund, Master. Clarence Gustaf Hugo male 9.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
184 1 2 Becker, Master. Richard F male 1.00 2 1 230136 39.0000 S titanic_train NA NA NA NA NA NA NA NA
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.0250 S titanic_train NA NA NA NA NA NA NA NA
186 0 1 Rood, Mr. Hugh Roscoe male 39.00 0 0 113767 50.0000 S titanic_train NA NA NA NA Rood, Mr. Hugh Roscoe 0 39 S
187 1 3 O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) female 27.00 1 0 370365 15.5000 Q titanic_train NA NA NA NA O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) 1 27 Q
188 1 1 Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.5500 S titanic_train NA NA NA NA NA NA NA NA
189 0 3 Bourke, Mr. John male 40.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
190 0 3 Turcin, Mr. Stjepan male 36.00 0 0 349247 7.8958 S titanic_train NA NA NA NA NA NA NA NA
191 1 2 Pinsky, Mrs. (Rosa) female 32.00 0 0 234604 13.0000 S titanic_train NA NA NA NA NA NA NA NA
192 0 2 Carbines, Mr. William male 19.00 0 0 28424 13.0000 S titanic_train NA NA NA NA NA NA NA NA
193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 1 0 350046 7.8542 S titanic_train NA NA NA NA NA NA NA NA
194 1 2 Navratil, Master. Michel M male 3.00 1 1 230080 26.0000 S titanic_train NA NA NA NA NA NA NA NA
195 1 1 Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 0 0 PC 17610 27.7208 C titanic_train NA NA NA NA NA NA NA NA
196 1 1 Lurette, Miss. Elise female 58.00 0 0 PC 17569 146.5208 C titanic_train NA NA NA NA NA NA NA NA
197 0 3 Mernagh, Mr. Robert male 28.00 0 0 368703 7.7500 Q titanic_train NA NA NA NA Mernagh, Mr. Robert 0 28 Q
198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.00 0 1 4579 8.4042 S titanic_train NA NA NA NA NA NA NA NA
199 1 3 Madigan, Miss. Margaret “Maggie” female 21.00 0 0 370370 7.7500 Q titanic_train NA NA NA NA Madigan, Miss. Margaret “Maggie” 1 21 Q
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201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.00 0 0 345770 9.5000 S titanic_train NA NA NA NA NA NA NA NA
202 0 3 Sage, Mr. Frederick male 16.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. Frederick 0 16 S
203 0 3 Johanson, Mr. Jakob Alfred male 34.00 0 0 3101264 6.4958 S titanic_train NA NA NA NA NA NA NA NA
204 0 3 Youseff, Mr. Gerious male 45.50 0 0 2628 7.2250 C titanic_train NA NA NA NA NA NA NA NA
205 1 3 Cohen, Mr. Gurshon “Gus” male 18.00 0 0 A/5 3540 8.0500 S titanic_train NA NA NA NA NA NA NA NA
206 0 3 Strom, Miss. Telma Matilda female 2.00 0 1 347054 10.4625 S titanic_train NA NA NA NA NA NA NA NA
207 0 3 Backstrom, Mr. Karl Alfred male 32.00 1 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
208 1 3 Albimona, Mr. Nassef Cassem male 26.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
209 1 3 Carr, Miss. Helen “Ellen” female 16.00 0 0 367231 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
210 1 1 Blank, Mr. Henry male 40.00 0 0 112277 31.0000 C titanic_train NA NA NA NA NA NA NA NA
211 0 3 Ali, Mr. Ahmed male 24.00 0 0 SOTON/O.Q. 3101311 7.0500 S titanic_train NA NA NA NA NA NA NA NA
212 1 2 Cameron, Miss. Clear Annie female 35.00 0 0 F.C.C. 13528 21.0000 S titanic_train NA NA NA NA NA NA NA NA
213 0 3 Perkin, Mr. John Henry male 22.00 0 0 A/5 21174 7.2500 S titanic_train NA NA NA NA NA NA NA NA
214 0 2 Givard, Mr. Hans Kristensen male 30.00 0 0 250646 13.0000 S titanic_train NA NA NA NA NA NA NA NA
215 0 3 Kiernan, Mr. Philip male 22.00 1 0 367229 7.7500 Q titanic_train NA NA NA NA Kiernan, Mr. Philip 0 22 Q
216 1 1 Newell, Miss. Madeleine female 31.00 1 0 35273 113.2750 C titanic_train NA NA NA NA NA NA NA NA
217 1 3 Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.9250 S titanic_train NA NA NA NA NA NA NA NA
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.00 1 0 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
219 1 1 Bazzani, Miss. Albina female 32.00 0 0 11813 76.2917 C titanic_train NA NA NA NA NA NA NA NA
220 0 2 Harris, Mr. Walter male 30.00 0 0 W/C 14208 10.5000 S titanic_train NA NA NA NA NA NA NA NA
221 1 3 Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.0500 S titanic_train NA NA NA NA NA NA NA NA
222 0 2 Bracken, Mr. James H male 27.00 0 0 220367 13.0000 S titanic_train NA NA NA NA NA NA NA NA
223 0 3 Green, Mr. George Henry male 51.00 0 0 21440 8.0500 S titanic_train NA NA NA NA NA NA NA NA
224 0 3 Nenkoff, Mr. Christo male 22.00 0 0 349234 7.8958 S titanic_train NA NA NA NA Nenkoff, Mr. Christo 0 22 S
225 1 1 Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.0000 S titanic_train NA NA NA NA NA NA NA NA
226 0 3 Berglund, Mr. Karl Ivar Sven male 22.00 0 0 PP 4348 9.3500 S titanic_train NA NA NA NA NA NA NA NA
227 1 2 Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.5000 S titanic_train NA NA NA NA NA NA NA NA
228 0 3 Lovell, Mr. John Hall (“Henry”) male 20.50 0 0 A/5 21173 7.2500 S titanic_train NA NA NA NA NA NA NA NA
229 0 2 Fahlstrom, Mr. Arne Jonas male 18.00 0 0 236171 13.0000 S titanic_train NA NA NA NA NA NA NA NA
230 0 3 Lefebre, Miss. Mathilde female 12.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Mathilde 0 12 S
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.4750 S titanic_train NA NA NA NA NA NA NA NA
232 0 3 Larsson, Mr. Bengt Edvin male 29.00 0 0 347067 7.7750 S titanic_train NA NA NA NA NA NA NA NA
233 0 2 Sjostedt, Mr. Ernst Adolf male 59.00 0 0 237442 13.5000 S titanic_train NA NA NA NA NA NA NA NA
234 1 3 Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
235 0 2 Leyson, Mr. Robert William Norman male 24.00 0 0 C.A. 29566 10.5000 S titanic_train NA NA NA NA NA NA NA NA
236 0 3 Harknett, Miss. Alice Phoebe female 21.00 0 0 W./C. 6609 7.5500 S titanic_train NA NA NA NA Harknett, Miss. Alice Phoebe 0 21 S
237 0 2 Hold, Mr. Stephen male 44.00 1 0 26707 26.0000 S titanic_train NA NA NA NA NA NA NA NA
238 1 2 Collyer, Miss. Marjorie “Lottie” female 8.00 0 2 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
239 0 2 Pengelly, Mr. Frederick William male 19.00 0 0 28665 10.5000 S titanic_train NA NA NA NA NA NA NA NA
240 0 2 Hunt, Mr. George Henry male 33.00 0 0 SCO/W 1585 12.2750 S titanic_train NA NA NA NA NA NA NA NA
241 0 3 Zabour, Miss. Thamine female 19.00 1 0 2665 14.4542 C titanic_train NA NA NA NA Zabour, Miss. Thamine 0 19 C
242 1 3 Murphy, Miss. Katherine “Kate” female 18.00 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Katherine “Kate” 1 18 Q
243 0 2 Coleridge, Mr. Reginald Charles male 29.00 0 0 W./C. 14263 10.5000 S titanic_train NA NA NA NA NA NA NA NA
244 0 3 Maenpaa, Mr. Matti Alexanteri male 22.00 0 0 STON/O 2. 3101275 7.1250 S titanic_train NA NA NA NA NA NA NA NA
245 0 3 Attalah, Mr. Sleiman male 30.00 0 0 2694 7.2250 C titanic_train NA NA NA NA NA NA NA NA
246 0 1 Minahan, Dr. William Edward male 44.00 2 0 19928 90.0000 Q titanic_train NA NA NA NA NA NA NA NA
247 0 3 Lindahl, Miss. Agda Thorilda Viktoria female 25.00 0 0 347071 7.7750 S titanic_train NA NA NA NA NA NA NA NA
248 1 2 Hamalainen, Mrs. William (Anna) female 24.00 0 2 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
249 1 1 Beckwith, Mr. Richard Leonard male 37.00 1 1 11751 52.5542 S titanic_train NA NA NA NA NA NA NA NA
250 0 2 Carter, Rev. Ernest Courtenay male 54.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
251 0 3 Reed, Mr. James George male 18.00 0 0 362316 7.2500 S titanic_train NA NA NA NA Reed, Mr. James George 0 18 S
252 0 3 Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29.00 1 1 347054 10.4625 S titanic_train NA NA NA NA NA NA NA NA
253 0 1 Stead, Mr. William Thomas male 62.00 0 0 113514 26.5500 S titanic_train NA NA NA NA NA NA NA NA
254 0 3 Lobb, Mr. William Arthur male 30.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.00 0 2 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.00 0 2 2650 15.2458 C titanic_train NA NA NA NA NA NA NA NA
257 1 1 Thorne, Mrs. Gertrude Maybelle female 37.00 0 0 PC 17585 79.2000 C titanic_train NA NA NA NA Thorne, Mrs. Gertrude Maybelle 1 37 C
258 1 1 Cherry, Miss. Gladys female 30.00 0 0 110152 86.5000 S titanic_train NA NA NA NA NA NA NA NA
259 1 1 Ward, Miss. Anna female 35.00 0 0 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
260 1 2 Parrish, Mrs. (Lutie Davis) female 50.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
261 0 3 Smith, Mr. Thomas male 26.00 0 0 384461 7.7500 Q titanic_train NA NA NA NA Smith, Mr. Thomas 0 26 Q
262 1 3 Asplund, Master. Edvin Rojj Felix male 3.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
263 0 1 Taussig, Mr. Emil male 52.00 1 1 110413 79.6500 S titanic_train NA NA NA NA NA NA NA NA
264 0 1 Harrison, Mr. William male 40.00 0 0 112059 0.0000 S titanic_train NA NA NA NA NA NA NA NA
265 0 3 Henry, Miss. Delia female 22.00 0 0 382649 7.7500 Q titanic_train NA NA NA NA Henry, Miss. Delia 0 22 Q
266 0 2 Reeves, Mr. David male 36.00 0 0 C.A. 17248 10.5000 S titanic_train NA NA NA NA NA NA NA NA
267 0 3 Panula, Mr. Ernesti Arvid male 16.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
268 1 3 Persson, Mr. Ernst Ulrik male 25.00 1 0 347083 7.7750 S titanic_train NA NA NA NA NA NA NA NA
269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.00 0 1 PC 17582 153.4625 S titanic_train NA NA NA NA NA NA NA NA
270 1 1 Bissette, Miss. Amelia female 35.00 0 0 PC 17760 135.6333 S titanic_train NA NA NA NA NA NA NA NA
271 0 1 Cairns, Mr. Alexander male 28.00 0 0 113798 31.0000 S titanic_train NA NA NA NA Cairns, Mr. Alexander 0 28 S
272 1 3 Tornquist, Mr. William Henry male 25.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
274 0 1 Natsch, Mr. Charles H male 37.00 0 1 PC 17596 29.7000 C titanic_train NA NA NA NA NA NA NA NA
275 1 3 Healy, Miss. Hanora “Nora” female 33.00 0 0 370375 7.7500 Q titanic_train NA NA NA NA Healy, Miss. Hanora “Nora” 1 33 Q
276 1 1 Andrews, Miss. Kornelia Theodosia female 63.00 1 0 13502 77.9583 S titanic_train NA NA NA NA NA NA NA NA
277 0 3 Lindblom, Miss. Augusta Charlotta female 45.00 0 0 347073 7.7500 S titanic_train NA NA NA NA NA NA NA NA
278 0 2 Parkes, Mr. Francis “Frank” male 21.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Parkes, Mr. Francis “Frank” 0 21 S
279 0 3 Rice, Master. Eric male 7.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
281 0 3 Duane, Mr. Frank male 65.00 0 0 336439 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
282 0 3 Olsson, Mr. Nils Johan Goransson male 28.00 0 0 347464 7.8542 S titanic_train NA NA NA NA NA NA NA NA
283 0 3 de Pelsmaeker, Mr. Alfons male 16.00 0 0 345778 9.5000 S titanic_train NA NA NA NA NA NA NA NA
284 1 3 Dorking, Mr. Edward Arthur male 19.00 0 0 A/5. 10482 8.0500 S titanic_train NA NA NA NA NA NA NA NA
285 0 1 Smith, Mr. Richard William male 57.00 0 0 113056 26.0000 S titanic_train NA NA NA NA Smith, Mr. Richard William 0 57 S
286 0 3 Stankovic, Mr. Ivan male 33.00 0 0 349239 8.6625 C titanic_train NA NA NA NA NA NA NA NA
287 1 3 de Mulder, Mr. Theodore male 30.00 0 0 345774 9.5000 S titanic_train NA NA NA NA NA NA NA NA
288 0 3 Naidenoff, Mr. Penko male 22.00 0 0 349206 7.8958 S titanic_train NA NA NA NA NA NA NA NA
289 1 2 Hosono, Mr. Masabumi male 42.00 0 0 237798 13.0000 S titanic_train NA NA NA NA NA NA NA NA
290 1 3 Connolly, Miss. Kate female 22.00 0 0 370373 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
291 1 1 Barber, Miss. Ellen “Nellie” female 26.00 0 0 19877 78.8500 S titanic_train NA NA NA NA NA NA NA NA
292 1 1 Bishop, Mrs. Dickinson H (Helen Walton) female 19.00 1 0 11967 91.0792 C titanic_train NA NA NA NA NA NA NA NA
293 0 2 Levy, Mr. Rene Jacques male 36.00 0 0 SC/Paris 2163 12.8750 C titanic_train NA NA NA NA NA NA NA NA
294 0 3 Haas, Miss. Aloisia female 24.00 0 0 349236 8.8500 S titanic_train NA NA NA NA NA NA NA NA
295 0 3 Mineff, Mr. Ivan male 24.00 0 0 349233 7.8958 S titanic_train NA NA NA NA NA NA NA NA
296 0 1 Lewy, Mr. Ervin G male 30.00 0 0 PC 17612 27.7208 C titanic_train NA NA NA NA Lewy, Mr. Ervin G 0 30 C
297 0 3 Hanna, Mr. Mansour male 23.50 0 0 2693 7.2292 C titanic_train NA NA NA NA NA NA NA NA
298 0 1 Allison, Miss. Helen Loraine female 2.00 1 2 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
299 1 1 Saalfeld, Mr. Adolphe male 47.00 0 0 19988 30.5000 S titanic_train NA NA NA NA Saalfeld, Mr. Adolphe 1 47 S
300 1 1 Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.00 0 1 PC 17558 247.5208 C titanic_train NA NA NA NA NA NA NA NA
301 1 3 Kelly, Miss. Anna Katherine “Annie Kate” female 20.00 0 0 9234 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Anna Katherine “Annie Kate” 1 20 Q
302 1 3 McCoy, Mr. Bernard male 24.00 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Mr. Bernard 1 24 Q
303 0 3 Johnson, Mr. William Cahoone Jr male 19.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
304 1 2 Keane, Miss. Nora A female 46.00 0 0 226593 12.3500 Q titanic_train NA NA NA NA Keane, Miss. Nora A 1 46 Q
305 0 3 Williams, Mr. Howard Hugh “Harry” male 28.00 0 0 A/5 2466 8.0500 S titanic_train NA NA NA NA Williams, Mr. Howard Hugh “Harry” 0 28 S
306 1 1 Allison, Master. Hudson Trevor male 0.92 1 2 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
307 1 1 Fleming, Miss. Margaret female 42.00 0 0 17421 110.8833 C titanic_train NA NA NA NA Fleming, Miss. Margaret 1 42 C
308 1 1 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.00 1 0 PC 17758 108.9000 C titanic_train NA NA NA NA NA NA NA NA
309 0 2 Abelson, Mr. Samuel male 30.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
310 1 1 Francatelli, Miss. Laura Mabel female 30.00 0 0 PC 17485 56.9292 C titanic_train NA NA NA NA NA NA NA NA
311 1 1 Hays, Miss. Margaret Bechstein female 24.00 0 0 11767 83.1583 C titanic_train NA NA NA NA NA NA NA NA
312 1 1 Ryerson, Miss. Emily Borie female 18.00 2 2 PC 17608 262.3750 C titanic_train NA NA NA NA NA NA NA NA
313 0 2 Lahtinen, Mrs. William (Anna Sylfven) female 26.00 1 1 250651 26.0000 S titanic_train NA NA NA NA NA NA NA NA
314 0 3 Hendekovic, Mr. Ignjac male 28.00 0 0 349243 7.8958 S titanic_train NA NA NA NA NA NA NA NA
315 0 2 Hart, Mr. Benjamin male 43.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
316 1 3 Nilsson, Miss. Helmina Josefina female 26.00 0 0 347470 7.8542 S titanic_train NA NA NA NA NA NA NA NA
317 1 2 Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
318 0 2 Moraweck, Dr. Ernest male 54.00 0 0 29011 14.0000 S titanic_train NA NA NA NA NA NA NA NA
319 1 1 Wick, Miss. Mary Natalie female 31.00 0 2 36928 164.8667 S titanic_train NA NA NA NA NA NA NA NA
320 1 1 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40.00 1 1 16966 134.5000 C titanic_train NA NA NA NA NA NA NA NA
321 0 3 Dennis, Mr. Samuel male 22.00 0 0 A/5 21172 7.2500 S titanic_train NA NA NA NA NA NA NA NA
322 0 3 Danoff, Mr. Yoto male 27.00 0 0 349219 7.8958 S titanic_train NA NA NA NA NA NA NA NA
323 1 2 Slayter, Miss. Hilda Mary female 30.00 0 0 234818 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
324 1 2 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 1 1 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
325 0 3 Sage, Mr. George John Jr male 19.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. George John Jr 0 19 S
326 1 1 Young, Miss. Marie Grice female 36.00 0 0 PC 17760 135.6333 C titanic_train NA NA NA NA NA NA NA NA
327 0 3 Nysveen, Mr. Johan Hansen male 61.00 0 0 345364 6.2375 S titanic_train NA NA NA NA NA NA NA NA
328 1 2 Ball, Mrs. (Ada E Hall) female 36.00 0 0 28551 13.0000 S titanic_train NA NA NA NA NA NA NA NA
329 1 3 Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
330 1 1 Hippach, Miss. Jean Gertrude female 16.00 0 1 111361 57.9792 C titanic_train NA NA NA NA NA NA NA NA
331 1 3 McCoy, Miss. Agnes female 29.00 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Miss. Agnes 1 29 Q
332 0 1 Partner, Mr. Austen male 45.50 0 0 113043 28.5000 S titanic_train NA NA NA NA NA NA NA NA
333 0 1 Graham, Mr. George Edward male 38.00 0 1 PC 17582 153.4625 S titanic_train NA NA NA NA NA NA NA NA
334 0 3 Vander Planke, Mr. Leo Edmondus male 16.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female 42.00 1 0 PC 17611 133.6500 S titanic_train NA NA NA NA Frauenthal, Mrs. Henry William (Clara Heinsheimer) 1 42 S
336 0 3 Denkoff, Mr. Mitto male 30.00 0 0 349225 7.8958 S titanic_train NA NA NA NA Denkoff, Mr. Mitto 0 30 S
337 0 1 Pears, Mr. Thomas Clinton male 29.00 1 0 113776 66.6000 S titanic_train NA NA NA NA NA NA NA NA
338 1 1 Burns, Miss. Elizabeth Margaret female 41.00 0 0 16966 134.5000 C titanic_train NA NA NA NA NA NA NA NA
339 1 3 Dahl, Mr. Karl Edwart male 45.00 0 0 7598 8.0500 S titanic_train NA NA NA NA NA NA NA NA
340 0 1 Blackwell, Mr. Stephen Weart male 45.00 0 0 113784 35.5000 S titanic_train NA NA NA NA NA NA NA NA
341 1 2 Navratil, Master. Edmond Roger male 2.00 1 1 230080 26.0000 S titanic_train NA NA NA NA NA NA NA NA
342 1 1 Fortune, Miss. Alice Elizabeth female 24.00 3 2 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
343 0 2 Collander, Mr. Erik Gustaf male 28.00 0 0 248740 13.0000 S titanic_train NA NA NA NA NA NA NA NA
344 0 2 Sedgwick, Mr. Charles Frederick Waddington male 25.00 0 0 244361 13.0000 S titanic_train NA NA NA NA NA NA NA NA
345 0 2 Fox, Mr. Stanley Hubert male 36.00 0 0 229236 13.0000 S titanic_train NA NA NA NA NA NA NA NA
346 1 2 Brown, Miss. Amelia “Mildred” female 24.00 0 0 248733 13.0000 S titanic_train NA NA NA NA NA NA NA NA
347 1 2 Smith, Miss. Marion Elsie female 40.00 0 0 31418 13.0000 S titanic_train NA NA NA NA NA NA NA NA
348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female 32.00 1 0 386525 16.1000 S titanic_train NA NA NA NA Davison, Mrs. Thomas Henry (Mary E Finck) 1 32 S
349 1 3 Coutts, Master. William Loch “William” male 3.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
350 0 3 Dimic, Mr. Jovan male 42.00 0 0 315088 8.6625 S titanic_train NA NA NA NA NA NA NA NA
351 0 3 Odahl, Mr. Nils Martin male 23.00 0 0 7267 9.2250 S titanic_train NA NA NA NA NA NA NA NA
352 0 1 Williams-Lambert, Mr. Fletcher Fellows male 43.00 0 0 113510 35.0000 S titanic_train NA NA NA NA Williams-Lambert, Mr. Fletcher Fellows 0 43 S
353 0 3 Elias, Mr. Tannous male 15.00 1 1 2695 7.2292 C titanic_train NA NA NA NA NA NA NA NA
354 0 3 Arnold-Franchi, Mr. Josef male 25.00 1 0 349237 17.8000 S titanic_train NA NA NA NA NA NA NA NA
355 0 3 Yousif, Mr. Wazli male 23.00 0 0 2647 7.2250 C titanic_train NA NA NA NA Yousif, Mr. Wazli 0 23 C
356 0 3 Vanden Steen, Mr. Leo Peter male 28.00 0 0 345783 9.5000 S titanic_train NA NA NA NA NA NA NA NA
357 1 1 Bowerman, Miss. Elsie Edith female 22.00 0 1 113505 55.0000 S titanic_train NA NA NA NA NA NA NA NA
358 0 2 Funk, Miss. Annie Clemmer female 38.00 0 0 237671 13.0000 S titanic_train NA NA NA NA NA NA NA NA
359 1 3 McGovern, Miss. Mary female 20.00 0 0 330931 7.8792 Q titanic_train NA NA NA NA McGovern, Miss. Mary 1 20 Q
360 1 3 Mockler, Miss. Helen Mary “Ellie” female 23.00 0 0 330980 7.8792 Q titanic_train NA NA NA NA Mockler, Miss. Helen Mary “Ellie” 1 23 Q
361 0 3 Skoog, Mr. Wilhelm male 40.00 1 4 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
362 0 2 del Carlo, Mr. Sebastiano male 29.00 1 0 SC/PARIS 2167 27.7208 C titanic_train NA NA NA NA NA NA NA NA
363 0 3 Barbara, Mrs. (Catherine David) female 45.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
364 0 3 Asim, Mr. Adola male 35.00 0 0 SOTON/O.Q. 3101310 7.0500 S titanic_train NA NA NA NA NA NA NA NA
365 0 3 O’Brien, Mr. Thomas male 26.00 1 0 370365 15.5000 Q titanic_train NA NA NA NA O’Brien, Mr. Thomas 0 26 Q
366 0 3 Adahl, Mr. Mauritz Nils Martin male 30.00 0 0 C 7076 7.2500 S titanic_train NA NA NA NA NA NA NA NA
367 1 1 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.00 1 0 110813 75.2500 C titanic_train NA NA NA NA NA NA NA NA
368 1 3 Moussa, Mrs. (Mantoura Boulos) female 52.00 0 0 2626 7.2292 C titanic_train NA NA NA NA Moussa, Mrs. (Mantoura Boulos) 1 52 C
369 1 3 Jermyn, Miss. Annie female 26.00 0 0 14313 7.7500 Q titanic_train NA NA NA NA Jermyn, Miss. Annie 1 26 Q
370 1 1 Aubart, Mme. Leontine Pauline female 24.00 0 0 PC 17477 69.3000 C titanic_train NA NA NA NA NA NA NA NA
371 1 1 Harder, Mr. George Achilles male 25.00 1 0 11765 55.4417 C titanic_train NA NA NA NA NA NA NA NA
372 0 3 Wiklund, Mr. Jakob Alfred male 18.00 1 0 3101267 6.4958 S titanic_train NA NA NA NA NA NA NA NA
373 0 3 Beavan, Mr. William Thomas male 19.00 0 0 323951 8.0500 S titanic_train NA NA NA NA NA NA NA NA
374 0 1 Ringhini, Mr. Sante male 22.00 0 0 PC 17760 135.6333 C titanic_train NA NA NA NA NA NA NA NA
375 0 3 Palsson, Miss. Stina Viola female 3.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
376 1 1 Meyer, Mrs. Edgar Joseph (Leila Saks) female 25.00 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA Meyer, Mrs. Edgar Joseph (Leila Saks) 1 25 C
377 1 3 Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.2500 S titanic_train NA NA NA NA NA NA NA NA
378 0 1 Widener, Mr. Harry Elkins male 27.00 0 2 113503 211.5000 C titanic_train NA NA NA NA NA NA NA NA
379 0 3 Betros, Mr. Tannous male 20.00 0 0 2648 4.0125 C titanic_train NA NA NA NA NA NA NA NA
380 0 3 Gustafsson, Mr. Karl Gideon male 19.00 0 0 347069 7.7750 S titanic_train NA NA NA NA NA NA NA NA
381 1 1 Bidois, Miss. Rosalie female 42.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
382 1 3 Nakid, Miss. Maria (“Mary”) female 1.00 0 2 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
383 0 3 Tikkanen, Mr. Juho male 32.00 0 0 STON/O 2. 3101293 7.9250 S titanic_train NA NA NA NA NA NA NA NA
384 1 1 Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
385 0 3 Plotcharsky, Mr. Vasil male 27.00 0 0 349227 7.8958 S titanic_train NA NA NA NA Plotcharsky, Mr. Vasil 0 27 S
386 0 2 Davies, Mr. Charles Henry male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
387 0 3 Goodwin, Master. Sidney Leonard male 1.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
388 1 2 Buss, Miss. Kate female 36.00 0 0 27849 13.0000 S titanic_train NA NA NA NA NA NA NA NA
389 0 3 Sadlier, Mr. Matthew male 19.00 0 0 367655 7.7292 Q titanic_train NA NA NA NA Sadlier, Mr. Matthew 0 19 Q
390 1 2 Lehmann, Miss. Bertha female 17.00 0 0 SC 1748 12.0000 C titanic_train NA NA NA NA NA NA NA NA
391 1 1 Carter, Mr. William Ernest male 36.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
392 1 3 Jansson, Mr. Carl Olof male 21.00 0 0 350034 7.7958 S titanic_train NA NA NA NA NA NA NA NA
393 0 3 Gustafsson, Mr. Johan Birger male 28.00 2 0 3101277 7.9250 S titanic_train NA NA NA NA NA NA NA NA
394 1 1 Newell, Miss. Marjorie female 23.00 1 0 35273 113.2750 C titanic_train NA NA NA NA NA NA NA NA
395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 0 2 PP 9549 16.7000 S titanic_train NA NA NA NA NA NA NA NA
396 0 3 Johansson, Mr. Erik male 22.00 0 0 350052 7.7958 S titanic_train NA NA NA NA NA NA NA NA
397 0 3 Olsson, Miss. Elina female 31.00 0 0 350407 7.8542 S titanic_train NA NA NA NA NA NA NA NA
398 0 2 McKane, Mr. Peter David male 46.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
399 0 2 Pain, Dr. Alfred male 23.00 0 0 244278 10.5000 S titanic_train NA NA NA NA NA NA NA NA
400 1 2 Trout, Mrs. William H (Jessie L) female 28.00 0 0 240929 12.6500 S titanic_train NA NA NA NA NA NA NA NA
401 1 3 Niskanen, Mr. Juha male 39.00 0 0 STON/O 2. 3101289 7.9250 S titanic_train NA NA NA NA NA NA NA NA
402 0 3 Adams, Mr. John male 26.00 0 0 341826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
403 0 3 Jussila, Miss. Mari Aina female 21.00 1 0 4137 9.8250 S titanic_train NA NA NA NA NA NA NA NA
404 0 3 Hakkarainen, Mr. Pekka Pietari male 28.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
405 0 3 Oreskovic, Miss. Marija female 20.00 0 0 315096 8.6625 S titanic_train NA NA NA NA NA NA NA NA
406 0 2 Gale, Mr. Shadrach male 34.00 1 0 28664 21.0000 S titanic_train NA NA NA NA NA NA NA NA
407 0 3 Widegren, Mr. Carl/Charles Peter male 51.00 0 0 347064 7.7500 S titanic_train NA NA NA NA NA NA NA NA
408 1 2 Richards, Master. William Rowe male 3.00 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.00 0 0 312992 7.7750 S titanic_train NA NA NA NA NA NA NA NA
410 0 3 Lefebre, Miss. Ida female 3.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Ida 0 3 S
411 0 3 Sdycoff, Mr. Todor male 42.00 0 0 349222 7.8958 S titanic_train NA NA NA NA Sdycoff, Mr. Todor 0 42 S
412 0 3 Hart, Mr. Henry male 30.00 0 0 394140 6.8583 Q titanic_train NA NA NA NA Hart, Mr. Henry 0 30 Q
413 1 1 Minahan, Miss. Daisy E female 33.00 1 0 19928 90.0000 Q titanic_train NA NA NA NA NA NA NA NA
414 0 2 Cunningham, Mr. Alfred Fleming male 21.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Cunningham, Mr. Alfred Fleming 0 21 S
415 1 3 Sundman, Mr. Johan Julian male 44.00 0 0 STON/O 2. 3101269 7.9250 S titanic_train NA NA NA NA NA NA NA NA
416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female 32.00 0 0 343095 8.0500 S titanic_train NA NA NA NA Meek, Mrs. Thomas (Annie Louise Rowley) 0 32 S
417 1 2 Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 1 1 28220 32.5000 S titanic_train NA NA NA NA NA NA NA NA
418 1 2 Silven, Miss. Lyyli Karoliina female 18.00 0 2 250652 13.0000 S titanic_train NA NA NA NA NA NA NA NA
419 0 2 Matthews, Mr. William John male 30.00 0 0 28228 13.0000 S titanic_train NA NA NA NA NA NA NA NA
420 0 3 Van Impe, Miss. Catharina female 10.00 0 2 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
421 0 3 Gheorgheff, Mr. Stanio male 28.00 0 0 349254 7.8958 C titanic_train NA NA NA NA Gheorgheff, Mr. Stanio 0 NA C
422 0 3 Charters, Mr. David male 21.00 0 0 A/5. 13032 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
423 0 3 Zimmerman, Mr. Leo male 29.00 0 0 315082 7.8750 S titanic_train NA NA NA NA NA NA NA NA
424 0 3 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
425 0 3 Rosblom, Mr. Viktor Richard male 18.00 1 1 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
426 0 3 Wiseman, Mr. Phillippe male 53.00 0 0 A/4. 34244 7.2500 S titanic_train NA NA NA NA Wiseman, Mr. Phillippe 0 53 S
427 1 2 Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 1 0 2003 26.0000 S titanic_train NA NA NA NA NA NA NA NA
428 1 2 Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
429 0 3 Flynn, Mr. James male 28.00 0 0 364851 7.7500 Q titanic_train NA NA NA NA Flynn, Mr. James 0 28 Q
430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32.00 0 0 SOTON/O.Q. 392078 8.0500 S titanic_train NA NA NA NA NA NA NA NA
431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 0 0 110564 26.5500 S titanic_train NA NA NA NA NA NA NA NA
432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female 32.00 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mrs. Percival (Florence Kate White) 1 32 S
433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 1 0 SC/AH 3085 26.0000 S titanic_train NA NA NA NA NA NA NA NA
434 0 3 Kallio, Mr. Nikolai Erland male 17.00 0 0 STON/O 2. 3101274 7.1250 S titanic_train NA NA NA NA NA NA NA NA
435 0 1 Silvey, Mr. William Baird male 50.00 1 0 13507 55.9000 S titanic_train NA NA NA NA NA NA NA NA
436 1 1 Carter, Miss. Lucile Polk female 14.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
437 0 3 Ford, Miss. Doolina Margaret “Daisy” female 21.00 2 2 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24.00 2 3 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
439 0 1 Fortune, Mr. Mark male 64.00 1 4 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
440 0 2 Kvillner, Mr. Johan Henrik Johannesson male 31.00 0 0 C.A. 18723 10.5000 S titanic_train NA NA NA NA NA NA NA NA
441 1 2 Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
442 0 3 Hampe, Mr. Leon male 20.00 0 0 345769 9.5000 S titanic_train NA NA NA NA NA NA NA NA
443 0 3 Petterson, Mr. Johan Emil male 25.00 1 0 347076 7.7750 S titanic_train NA NA NA NA NA NA NA NA
444 1 2 Reynaldo, Ms. Encarnacion female 28.00 0 0 230434 13.0000 S titanic_train NA NA NA NA NA NA NA NA
445 1 3 Johannesen-Bratthammer, Mr. Bernt male 29.00 0 0 65306 8.1125 S titanic_train NA NA NA NA Johannesen-Bratthammer, Mr. Bernt 1 29 S
446 1 1 Dodge, Master. Washington male 4.00 0 2 33638 81.8583 S titanic_train NA NA NA NA NA NA NA NA
447 1 2 Mellinger, Miss. Madeleine Violet female 13.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
448 1 1 Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.5500 S titanic_train NA NA NA NA NA NA NA NA
449 1 3 Baclini, Miss. Marie Catherine female 5.00 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
450 1 1 Peuchen, Major. Arthur Godfrey male 52.00 0 0 113786 30.5000 S titanic_train NA NA NA NA NA NA NA NA
451 0 2 West, Mr. Edwy Arthur male 36.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
452 0 3 Hagland, Mr. Ingvald Olai Olsen male 28.00 1 0 65303 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Ingvald Olai Olsen 0 28 S
453 0 1 Foreman, Mr. Benjamin Laventall male 30.00 0 0 113051 27.7500 C titanic_train NA NA NA NA NA NA NA NA
454 1 1 Goldenberg, Mr. Samuel L male 49.00 1 0 17453 89.1042 C titanic_train NA NA NA NA NA NA NA NA
455 0 3 Peduzzi, Mr. Joseph male 24.00 0 0 A/5 2817 8.0500 S titanic_train NA NA NA NA Peduzzi, Mr. Joseph 0 24 S
456 1 3 Jalsevac, Mr. Ivan male 29.00 0 0 349240 7.8958 C titanic_train NA NA NA NA NA NA NA NA
457 0 1 Millet, Mr. Francis Davis male 65.00 0 0 13509 26.5500 S titanic_train NA NA NA NA NA NA NA NA
458 1 1 Kenyon, Mrs. Frederick R (Marion) female 40.00 1 0 17464 51.8625 S titanic_train NA NA NA NA Kenyon, Mrs. Frederick R (Marion) 1 40 S
459 1 2 Toomey, Miss. Ellen female 50.00 0 0 F.C.C. 13531 10.5000 S titanic_train NA NA NA NA NA NA NA NA
460 0 3 O’Connor, Mr. Maurice male 15.00 0 0 371060 7.7500 Q titanic_train NA NA NA NA O’Connor, Mr. Maurice 0 15 Q
461 1 1 Anderson, Mr. Harry male 48.00 0 0 19952 26.5500 S titanic_train NA NA NA NA NA NA NA NA
462 0 3 Morley, Mr. William male 34.00 0 0 364506 8.0500 S titanic_train NA NA NA NA NA NA NA NA
463 0 1 Gee, Mr. Arthur H male 47.00 0 0 111320 38.5000 S titanic_train NA NA NA NA NA NA NA NA
464 0 2 Milling, Mr. Jacob Christian male 48.00 0 0 234360 13.0000 S titanic_train NA NA NA NA NA NA NA NA
465 0 3 Maisner, Mr. Simon male 34.00 0 0 A/S 2816 8.0500 S titanic_train NA NA NA NA Maisner, Mr. Simon 0 34 S
466 0 3 Goncalves, Mr. Manuel Estanslas male 38.00 0 0 SOTON/O.Q. 3101306 7.0500 S titanic_train NA NA NA NA NA NA NA NA
467 0 2 Campbell, Mr. William male 20.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Campbell, Mr. William 0 20 S
468 0 1 Smart, Mr. John Montgomery male 56.00 0 0 113792 26.5500 S titanic_train NA NA NA NA NA NA NA NA
469 0 3 Scanlan, Mr. James male 20.00 0 0 36209 7.7250 Q titanic_train NA NA NA NA Scanlan, Mr. James 0 20 Q
470 1 3 Baclini, Miss. Helene Barbara female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
471 0 3 Keefe, Mr. Arthur male 44.00 0 0 323592 7.2500 S titanic_train NA NA NA NA Keefe, Mr. Arthur 0 44 S
472 0 3 Cacic, Mr. Luka male 38.00 0 0 315089 8.6625 S titanic_train NA NA NA NA NA NA NA NA
473 1 2 West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
474 1 2 Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.00 0 0 SC/AH Basle 541 13.7917 C titanic_train NA NA NA NA NA NA NA NA
475 0 3 Strandberg, Miss. Ida Sofia female 22.00 0 0 7553 9.8375 S titanic_train NA NA NA NA NA NA NA NA
476 0 1 Clifford, Mr. George Quincy male 40.00 0 0 110465 52.0000 S titanic_train NA NA NA NA Clifford, Mr. George Quincy 0 40 S
477 0 2 Renouf, Mr. Peter Henry male 34.00 1 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
478 0 3 Braund, Mr. Lewis Richard male 29.00 1 0 3460 7.0458 S titanic_train NA NA NA NA NA NA NA NA
479 0 3 Karlsson, Mr. Nils August male 22.00 0 0 350060 7.5208 S titanic_train NA NA NA NA NA NA NA NA
480 1 3 Hirvonen, Miss. Hildur E female 2.00 0 1 3101298 12.2875 S titanic_train NA NA NA NA NA NA NA NA
481 0 3 Goodwin, Master. Harold Victor male 9.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
482 0 2 Frost, Mr. Anthony Wood “Archie” male 38.00 0 0 239854 0.0000 S titanic_train NA NA NA NA Frost, Mr. Anthony Wood “Archie” 0 38 S
483 0 3 Rouse, Mr. Richard Henry male 50.00 0 0 A/5 3594 8.0500 S titanic_train NA NA NA NA NA NA NA NA
484 1 3 Turkula, Mrs. (Hedwig) female 63.00 0 0 4134 9.5875 S titanic_train NA NA NA NA NA NA NA NA
485 1 1 Bishop, Mr. Dickinson H male 25.00 1 0 11967 91.0792 C titanic_train NA NA NA NA NA NA NA NA
486 0 3 Lefebre, Miss. Jeannie female 8.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Jeannie 0 8 S
487 1 1 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 1 0 19943 90.0000 S titanic_train NA NA NA NA NA NA NA NA
488 0 1 Kent, Mr. Edward Austin male 58.00 0 0 11771 29.7000 C titanic_train NA NA NA NA NA NA NA NA
489 0 3 Somerton, Mr. Francis William male 30.00 0 0 A.5. 18509 8.0500 S titanic_train NA NA NA NA NA NA NA NA
490 1 3 Coutts, Master. Eden Leslie “Neville” male 9.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male 19.00 1 0 65304 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Konrad Mathias Reiersen 0 19 S
492 0 3 Windelov, Mr. Einar male 21.00 0 0 SOTON/OQ 3101317 7.2500 S titanic_train NA NA NA NA NA NA NA NA
493 0 1 Molson, Mr. Harry Markland male 55.00 0 0 113787 30.5000 S titanic_train NA NA NA NA NA NA NA NA
494 0 1 Artagaveytia, Mr. Ramon male 71.00 0 0 PC 17609 49.5042 C titanic_train NA NA NA NA NA NA NA NA
495 0 3 Stanley, Mr. Edward Roland male 21.00 0 0 A/4 45380 8.0500 S titanic_train NA NA NA NA NA NA NA NA
496 0 3 Yousseff, Mr. Gerious male 45.00 0 0 2627 14.4583 C titanic_train NA NA NA NA Yousseff, Mr. Gerious 0 45 C
497 1 1 Eustis, Miss. Elizabeth Mussey female 54.00 1 0 36947 78.2667 C titanic_train NA NA NA NA NA NA NA NA
498 0 3 Shellard, Mr. Frederick William male 55.00 0 0 C.A. 6212 15.1000 S titanic_train NA NA NA NA Shellard, Mr. Frederick William 0 55 S
499 0 1 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25.00 1 2 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
500 0 3 Svensson, Mr. Olof male 24.00 0 0 350035 7.7958 S titanic_train NA NA NA NA NA NA NA NA
501 0 3 Calic, Mr. Petar male 17.00 0 0 315086 8.6625 S titanic_train NA NA NA NA NA NA NA NA
502 0 3 Canavan, Miss. Mary female 21.00 0 0 364846 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
503 0 3 O’Sullivan, Miss. Bridget Mary female 21.00 0 0 330909 7.6292 Q titanic_train NA NA NA NA O’Sullivan, Miss. Bridget Mary 0 21 Q
504 0 3 Laitinen, Miss. Kristina Sofia female 37.00 0 0 4135 9.5875 S titanic_train NA NA NA NA NA NA NA NA
505 1 1 Maioni, Miss. Roberta female 16.00 0 0 110152 86.5000 S titanic_train NA NA NA NA NA NA NA NA
506 0 1 Penasco y Castellana, Mr. Victor de Satode male 18.00 1 0 PC 17758 108.9000 C titanic_train NA NA NA NA NA NA NA NA
507 1 2 Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 0 2 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
508 1 1 Bradley, Mr. George (“George Arthur Brayton”) male 37.00 0 0 111427 26.5500 S titanic_train NA NA NA NA Bradley, Mr. George (“George Arthur Brayton”) 1 37 S
509 0 3 Olsen, Mr. Henry Margido male 28.00 0 0 C 4001 22.5250 S titanic_train NA NA NA NA NA NA NA NA
510 1 3 Lang, Mr. Fang male 26.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
511 1 3 Daly, Mr. Eugene Patrick male 29.00 0 0 382651 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
512 0 3 Webber, Mr. James male 66.00 0 0 SOTON/OQ 3101316 8.0500 S titanic_train NA NA NA NA Webber, Mr. James 0 66 S
513 1 1 McGough, Mr. James Robert male 36.00 0 0 PC 17473 26.2875 S titanic_train NA NA NA NA NA NA NA NA
514 1 1 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.00 1 0 PC 17603 59.4000 C titanic_train NA NA NA NA NA NA NA NA
515 0 3 Coleff, Mr. Satio male 24.00 0 0 349209 7.4958 S titanic_train NA NA NA NA NA NA NA NA
516 0 1 Walker, Mr. William Anderson male 47.00 0 0 36967 34.0208 S titanic_train NA NA NA NA NA NA NA NA
517 1 2 Lemore, Mrs. (Amelia Milley) female 34.00 0 0 C.A. 34260 10.5000 S titanic_train NA NA NA NA NA NA NA NA
518 0 3 Ryan, Mr. Patrick male 32.00 0 0 371110 24.1500 Q titanic_train NA NA NA NA Ryan, Mr. Patrick 0 32 Q
519 1 2 Angle, Mrs. William A (Florence “Mary” Agnes Hughes) female 36.00 1 0 226875 26.0000 S titanic_train NA NA NA NA NA NA NA NA
520 0 3 Pavlovic, Mr. Stefo male 32.00 0 0 349242 7.8958 S titanic_train NA NA NA NA NA NA NA NA
521 1 1 Perreault, Miss. Anne female 30.00 0 0 12749 93.5000 S titanic_train NA NA NA NA NA NA NA NA
522 0 3 Vovk, Mr. Janko male 22.00 0 0 349252 7.8958 S titanic_train NA NA NA NA NA NA NA NA
523 0 3 Lahoud, Mr. Sarkis male 35.00 0 0 2624 7.2250 C titanic_train NA NA NA NA Lahoud, Mr. Sarkis 0 35 C
524 1 1 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.00 0 1 111361 57.9792 C titanic_train NA NA NA NA NA NA NA NA
525 0 3 Kassem, Mr. Fared male 19.00 0 0 2700 7.2292 C titanic_train NA NA NA NA Kassem, Mr. Fared 0 19 C
526 0 3 Farrell, Mr. James male 40.50 0 0 367232 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
527 1 2 Ridsdale, Miss. Lucy female 50.00 0 0 W./C. 14258 10.5000 S titanic_train NA NA NA NA NA NA NA NA
528 0 1 Farthing, Mr. John male 48.00 0 0 PC 17483 221.7792 S titanic_train NA NA NA NA Farthing, Mr. John 0 48 S
529 0 3 Salonen, Mr. Johan Werner male 39.00 0 0 3101296 7.9250 S titanic_train NA NA NA NA NA NA NA NA
530 0 2 Hocking, Mr. Richard George male 23.00 2 1 29104 11.5000 S titanic_train NA NA NA NA NA NA NA NA
531 1 2 Quick, Miss. Phyllis May female 2.00 1 1 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
532 0 3 Toufik, Mr. Nakli male 17.00 0 0 2641 7.2292 C titanic_train NA NA NA NA Toufik, Mr. Nakli 0 17 C
533 0 3 Elias, Mr. Joseph Jr male 17.00 1 1 2690 7.2292 C titanic_train NA NA NA NA NA NA NA NA
534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female 23.00 0 2 2668 22.3583 C titanic_train NA NA NA NA Peter, Mrs. Catherine (Catherine Rizk) 1 23 C
535 0 3 Cacic, Miss. Marija female 30.00 0 0 315084 8.6625 S titanic_train NA NA NA NA NA NA NA NA
536 1 2 Hart, Miss. Eva Miriam female 7.00 0 2 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
537 0 1 Butt, Major. Archibald Willingham male 45.00 0 0 113050 26.5500 S titanic_train NA NA NA NA NA NA NA NA
538 1 1 LeRoy, Miss. Bertha female 30.00 0 0 PC 17761 106.4250 C titanic_train NA NA NA NA NA NA NA NA
539 0 3 Risien, Mr. Samuel Beard male 69.00 0 0 364498 14.5000 S titanic_train NA NA NA NA Risien, Mr. Samuel Beard 0 69 S
540 1 1 Frolicher, Miss. Hedwig Margaritha female 22.00 0 2 13568 49.5000 C titanic_train NA NA NA NA NA NA NA NA
541 1 1 Crosby, Miss. Harriet R female 36.00 0 2 WE/P 5735 71.0000 S titanic_train NA NA NA NA NA NA NA NA
542 0 3 Andersson, Miss. Ingeborg Constanzia female 9.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
543 0 3 Andersson, Miss. Sigrid Elisabeth female 11.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
544 1 2 Beane, Mr. Edward male 32.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
545 0 1 Douglas, Mr. Walter Donald male 50.00 1 0 PC 17761 106.4250 C titanic_train NA NA NA NA NA NA NA NA
546 0 1 Nicholson, Mr. Arthur Ernest male 64.00 0 0 693 26.0000 S titanic_train NA NA NA NA NA NA NA NA
547 1 2 Beane, Mrs. Edward (Ethel Clarke) female 19.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
548 1 2 Padro y Manent, Mr. Julian male 26.00 0 0 SC/PARIS 2146 13.8625 C titanic_train NA NA NA NA Padro y Manent, Mr. Julian 1 26 C
549 0 3 Goldsmith, Mr. Frank John male 33.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
550 1 2 Davies, Master. John Morgan Jr male 8.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
551 1 1 Thayer, Mr. John Borland Jr male 17.00 0 2 17421 110.8833 C titanic_train NA NA NA NA NA NA NA NA
552 0 2 Sharp, Mr. Percival James R male 27.00 0 0 244358 26.0000 S titanic_train NA NA NA NA NA NA NA NA
553 0 3 O’Brien, Mr. Timothy male 21.00 0 0 330979 7.8292 Q titanic_train NA NA NA NA O’Brien, Mr. Timothy 0 21 Q
554 1 3 Leeni, Mr. Fahim (“Philip Zenni”) male 22.00 0 0 2620 7.2250 C titanic_train NA NA NA NA NA NA NA NA
555 1 3 Ohman, Miss. Velin female 22.00 0 0 347085 7.7750 S titanic_train NA NA NA NA NA NA NA NA
556 0 1 Wright, Mr. George male 62.00 0 0 113807 26.5500 S titanic_train NA NA NA NA NA NA NA NA
557 1 1 Duff Gordon, Lady. (Lucille Christiana Sutherland) (“Mrs Morgan”) female 48.00 1 0 11755 39.6000 C titanic_train NA NA NA NA NA NA NA NA
558 0 1 Robbins, Mr. Victor male 45.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA Robbins, Mr. Victor 0 45 C
559 1 1 Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 1 1 110413 79.6500 S titanic_train NA NA NA NA NA NA NA NA
560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 1 0 345572 17.4000 S titanic_train NA NA NA NA NA NA NA NA
561 0 3 Morrow, Mr. Thomas Rowan male 31.00 0 0 372622 7.7500 Q titanic_train NA NA NA NA Morrow, Mr. Thomas Rowan 0 31 Q
562 0 3 Sivic, Mr. Husein male 40.00 0 0 349251 7.8958 S titanic_train NA NA NA NA NA NA NA NA
563 0 2 Norman, Mr. Robert Douglas male 28.00 0 0 218629 13.5000 S titanic_train NA NA NA NA NA NA NA NA
564 0 3 Simmons, Mr. John male 40.00 0 0 SOTON/OQ 392082 8.0500 S titanic_train NA NA NA NA Simmons, Mr. John 0 40 S
565 0 3 Meanwell, Miss. (Marion Ogden) female 62.00 0 0 SOTON/O.Q. 392087 8.0500 S titanic_train NA NA NA NA Meanwell, Miss. (Marion Ogden) 0 62 S
566 0 3 Davies, Mr. Alfred J male 24.00 2 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
567 0 3 Stoytcheff, Mr. Ilia male 19.00 0 0 349205 7.8958 S titanic_train NA NA NA NA NA NA NA NA
568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.00 0 4 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
569 0 3 Doharr, Mr. Tannous male 28.00 0 0 2686 7.2292 C titanic_train NA NA NA NA Doharr, Mr. Tannous 0 28 C
570 1 3 Jonsson, Mr. Carl male 32.00 0 0 350417 7.8542 S titanic_train NA NA NA NA NA NA NA NA
571 1 2 Harris, Mr. George male 62.00 0 0 S.W./PP 752 10.5000 S titanic_train NA NA NA NA NA NA NA NA
572 1 1 Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 2 0 11769 51.4792 S titanic_train NA NA NA NA NA NA NA NA
573 1 1 Flynn, Mr. John Irwin (“Irving”) male 36.00 0 0 PC 17474 26.3875 S titanic_train NA NA NA NA NA NA NA NA
574 1 3 Kelly, Miss. Mary female 22.00 0 0 14312 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Mary 1 22 Q
575 0 3 Rush, Mr. Alfred George John male 16.00 0 0 A/4. 20589 8.0500 S titanic_train NA NA NA NA NA NA NA NA
576 0 3 Patchett, Mr. George male 19.00 0 0 358585 14.5000 S titanic_train NA NA NA NA NA NA NA NA
577 1 2 Garside, Miss. Ethel female 34.00 0 0 243880 13.0000 S titanic_train NA NA NA NA NA NA NA NA
578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.00 1 0 13507 55.9000 S titanic_train NA NA NA NA NA NA NA NA
579 0 3 Caram, Mrs. Joseph (Maria Elias) female 18.00 1 0 2689 14.4583 C titanic_train NA NA NA NA Caram, Mrs. Joseph (Maria Elias) 0 18 C
580 1 3 Jussila, Mr. Eiriik male 32.00 0 0 STON/O 2. 3101286 7.9250 S titanic_train NA NA NA NA NA NA NA NA
581 1 2 Christy, Miss. Julie Rachel female 25.00 1 1 237789 30.0000 S titanic_train NA NA NA NA NA NA NA NA
582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.00 1 1 17421 110.8833 C titanic_train NA NA NA NA NA NA NA NA
583 0 2 Downton, Mr. William James male 54.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
584 0 1 Ross, Mr. John Hugo male 36.00 0 0 13049 40.1250 C titanic_train NA NA NA NA NA NA NA NA
585 0 3 Paulner, Mr. Uscher male 16.00 0 0 3411 8.7125 C titanic_train NA NA NA NA Paulner, Mr. Uscher 0 16 C
586 1 1 Taussig, Miss. Ruth female 18.00 0 2 110413 79.6500 S titanic_train NA NA NA NA NA NA NA NA
587 0 2 Jarvis, Mr. John Denzil male 47.00 0 0 237565 15.0000 S titanic_train NA NA NA NA NA NA NA NA
588 1 1 Frolicher-Stehli, Mr. Maxmillian male 60.00 1 1 13567 79.2000 C titanic_train NA NA NA NA NA NA NA NA
589 0 3 Gilinski, Mr. Eliezer male 22.00 0 0 14973 8.0500 S titanic_train NA NA NA NA NA NA NA NA
590 0 3 Murdlin, Mr. Joseph male 22.00 0 0 A./5. 3235 8.0500 S titanic_train NA NA NA NA Murdlin, Mr. Joseph 0 22 S
591 0 3 Rintamaki, Mr. Matti male 35.00 0 0 STON/O 2. 3101273 7.1250 S titanic_train NA NA NA NA NA NA NA NA
592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.00 1 0 36947 78.2667 C titanic_train NA NA NA NA NA NA NA NA
593 0 3 Elsbury, Mr. William James male 47.00 0 0 A/5 3902 7.2500 S titanic_train NA NA NA NA NA NA NA NA
594 0 3 Bourke, Miss. Mary female 40.00 0 2 364848 7.7500 Q titanic_train NA NA NA NA Bourke, Miss. Mary 0 40 Q
595 0 2 Chapman, Mr. John Henry male 37.00 1 0 SC/AH 29037 26.0000 S titanic_train NA NA NA NA NA NA NA NA
596 0 3 Van Impe, Mr. Jean Baptiste male 36.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
597 1 2 Leitch, Miss. Jessie Wills female 31.00 0 0 248727 33.0000 S titanic_train NA NA NA NA Leitch, Miss. Jessie Wills 1 31 S
598 0 3 Johnson, Mr. Alfred male 49.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
599 0 3 Boulos, Mr. Hanna male 18.00 0 0 2664 7.2250 C titanic_train NA NA NA NA Boulos, Mr. Hanna 0 18 C
600 1 1 Duff Gordon, Sir. Cosmo Edmund (“Mr Morgan”) male 49.00 1 0 PC 17485 56.9292 C titanic_train NA NA NA NA NA NA NA NA
601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 2 1 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
602 0 3 Slabenoff, Mr. Petco male 42.00 0 0 349214 7.8958 S titanic_train NA NA NA NA Slabenoff, Mr. Petco 0 42 S
603 0 1 Harrington, Mr. Charles H male 37.00 0 0 113796 42.4000 S titanic_train NA NA NA NA Harrington, Mr. Charles H 0 37 S
604 0 3 Torber, Mr. Ernst William male 44.00 0 0 364511 8.0500 S titanic_train NA NA NA NA NA NA NA NA
605 1 1 Homer, Mr. Harry (“Mr E Haven”) male 35.00 0 0 111426 26.5500 C titanic_train NA NA NA NA NA NA NA NA
606 0 3 Lindell, Mr. Edvard Bengtsson male 36.00 1 0 349910 15.5500 S titanic_train NA NA NA NA NA NA NA NA
607 0 3 Karaic, Mr. Milan male 30.00 0 0 349246 7.8958 S titanic_train NA NA NA NA NA NA NA NA
608 1 1 Daniel, Mr. Robert Williams male 27.00 0 0 113804 30.5000 S titanic_train NA NA NA NA NA NA NA NA
609 1 2 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue) female 22.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
610 1 1 Shutes, Miss. Elizabeth W female 40.00 0 0 PC 17582 153.4625 S titanic_train NA NA NA NA NA NA NA NA
611 0 3 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
612 0 3 Jardin, Mr. Jose Neto male 21.00 0 0 SOTON/O.Q. 3101305 7.0500 S titanic_train NA NA NA NA Jardin, Mr. Jose Neto 0 21 S
613 1 3 Murphy, Miss. Margaret Jane female 25.00 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Margaret Jane 1 25 Q
614 0 3 Horgan, Mr. John male 22.00 0 0 370377 7.7500 Q titanic_train NA NA NA NA Horgan, Mr. John 0 22 Q
615 0 3 Brocklebank, Mr. William Alfred male 35.00 0 0 364512 8.0500 S titanic_train NA NA NA NA NA NA NA NA
616 1 2 Herman, Miss. Alice female 24.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
617 0 3 Danbom, Mr. Ernst Gilbert male 34.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
618 0 3 Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
619 1 2 Becker, Miss. Marion Louise female 4.00 2 1 230136 39.0000 S titanic_train NA NA NA NA NA NA NA NA
620 0 2 Gavey, Mr. Lawrence male 26.00 0 0 31028 10.5000 S titanic_train NA NA NA NA NA NA NA NA
621 0 3 Yasbeck, Mr. Antoni male 27.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
622 1 1 Kimball, Mr. Edwin Nelson Jr male 42.00 1 0 11753 52.5542 S titanic_train NA NA NA NA NA NA NA NA
623 1 3 Nakid, Mr. Sahid male 20.00 1 1 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
624 0 3 Hansen, Mr. Henry Damsgaard male 21.00 0 0 350029 7.8542 S titanic_train NA NA NA NA NA NA NA NA
625 0 3 Bowen, Mr. David John “Dai” male 21.00 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
626 0 1 Sutton, Mr. Frederick male 61.00 0 0 36963 32.3208 S titanic_train NA NA NA NA NA NA NA NA
627 0 2 Kirkland, Rev. Charles Leonard male 57.00 0 0 219533 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
628 1 1 Longley, Miss. Gretchen Fiske female 21.00 0 0 13502 77.9583 S titanic_train NA NA NA NA NA NA NA NA
629 0 3 Bostandyeff, Mr. Guentcho male 26.00 0 0 349224 7.8958 S titanic_train NA NA NA NA NA NA NA NA
630 0 3 O’Connell, Mr. Patrick D male 18.00 0 0 334912 7.7333 Q titanic_train NA NA NA NA O’Connell, Mr. Patrick D 0 18 Q
631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.00 0 0 27042 30.0000 S titanic_train NA NA NA NA NA NA NA NA
632 0 3 Lundahl, Mr. Johan Svensson male 51.00 0 0 347743 7.0542 S titanic_train NA NA NA NA NA NA NA NA
633 1 1 Stahelin-Maeglin, Dr. Max male 32.00 0 0 13214 30.5000 C titanic_train NA NA NA NA NA NA NA NA
634 0 1 Parr, Mr. William Henry Marsh male 29.00 0 0 112052 0.0000 S titanic_train NA NA NA NA Parr, Mr. William Henry Marsh 0 29 S
635 0 3 Skoog, Miss. Mabel female 9.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
636 1 2 Davis, Miss. Mary female 28.00 0 0 237668 13.0000 S titanic_train NA NA NA NA NA NA NA NA
637 0 3 Leinonen, Mr. Antti Gustaf male 32.00 0 0 STON/O 2. 3101292 7.9250 S titanic_train NA NA NA NA NA NA NA NA
638 0 2 Collyer, Mr. Harvey male 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.00 0 5 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
640 0 3 Thorneycroft, Mr. Percival male 36.00 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mr. Percival 0 36 S
641 0 3 Jensen, Mr. Hans Peder male 20.00 0 0 350050 7.8542 S titanic_train NA NA NA NA NA NA NA NA
642 1 1 Sagesser, Mlle. Emma female 24.00 0 0 PC 17477 69.3000 C titanic_train NA NA NA NA NA NA NA NA
643 0 3 Skoog, Miss. Margit Elizabeth female 2.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
644 1 3 Foo, Mr. Choong male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Foo, Mr. Choong 1 32 S
645 1 3 Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
646 1 1 Harper, Mr. Henry Sleeper male 48.00 1 0 PC 17572 76.7292 C titanic_train NA NA NA NA NA NA NA NA
647 0 3 Cor, Mr. Liudevit male 19.00 0 0 349231 7.8958 S titanic_train NA NA NA NA NA NA NA NA
648 1 1 Simonius-Blumer, Col. Oberst Alfons male 56.00 0 0 13213 35.5000 C titanic_train NA NA NA NA NA NA NA NA
649 0 3 Willey, Mr. Edward male 20.00 0 0 S.O./P.P. 751 7.5500 S titanic_train NA NA NA NA Willey, Mr. Edward 0 20 S
650 1 3 Stanley, Miss. Amy Zillah Elsie female 23.00 0 0 CA. 2314 7.5500 S titanic_train NA NA NA NA NA NA NA NA
651 0 3 Mitkoff, Mr. Mito male 23.00 0 0 349221 7.8958 S titanic_train NA NA NA NA Mitkoff, Mr. Mito 0 23 S
652 1 2 Doling, Miss. Elsie female 18.00 0 1 231919 23.0000 S titanic_train NA NA NA NA NA NA NA NA
653 0 3 Kalvik, Mr. Johannes Halvorsen male 21.00 0 0 8475 8.4333 S titanic_train NA NA NA NA NA NA NA NA
654 1 3 O’Leary, Miss. Hanora “Norah” female 16.00 0 0 330919 7.8292 Q titanic_train NA NA NA NA O’Leary, Miss. Hanora “Norah” 1 16 Q
655 0 3 Hegarty, Miss. Hanora “Nora” female 18.00 0 0 365226 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
656 0 2 Hickman, Mr. Leonard Mark male 24.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
657 0 3 Radeff, Mr. Alexander male 27.00 0 0 349223 7.8958 S titanic_train NA NA NA NA Radeff, Mr. Alexander 0 27 S
658 0 3 Bourke, Mrs. John (Catherine) female 32.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
659 0 2 Eitemiller, Mr. George Floyd male 23.00 0 0 29751 13.0000 S titanic_train NA NA NA NA NA NA NA NA
660 0 1 Newell, Mr. Arthur Webster male 58.00 0 2 35273 113.2750 C titanic_train NA NA NA NA NA NA NA NA
661 1 1 Frauenthal, Dr. Henry William male 50.00 2 0 PC 17611 133.6500 S titanic_train NA NA NA NA NA NA NA NA
662 0 3 Badt, Mr. Mohamed male 40.00 0 0 2623 7.2250 C titanic_train NA NA NA NA NA NA NA NA
663 0 1 Colley, Mr. Edward Pomeroy male 47.00 0 0 5727 25.5875 S titanic_train NA NA NA NA NA NA NA NA
664 0 3 Coleff, Mr. Peju male 36.00 0 0 349210 7.4958 S titanic_train NA NA NA NA NA NA NA NA
665 1 3 Lindqvist, Mr. Eino William male 20.00 1 0 STON/O 2. 3101285 7.9250 S titanic_train NA NA NA NA NA NA NA NA
666 0 2 Hickman, Mr. Lewis male 32.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
667 0 2 Butler, Mr. Reginald Fenton male 25.00 0 0 234686 13.0000 S titanic_train NA NA NA NA NA NA NA NA
668 0 3 Rommetvedt, Mr. Knud Paust male 49.00 0 0 312993 7.7750 S titanic_train NA NA NA NA Rommetvedt, Mr. Knud Paust 0 49 S
669 0 3 Cook, Mr. Jacob male 43.00 0 0 A/5 3536 8.0500 S titanic_train NA NA NA NA NA NA NA NA
670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female 49.00 1 0 19996 52.0000 S titanic_train NA NA NA NA Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) 1 49 S
671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
672 0 1 Davidson, Mr. Thornton male 31.00 1 0 F.C. 12750 52.0000 S titanic_train NA NA NA NA NA NA NA NA
673 0 2 Mitchell, Mr. Henry Michael male 70.00 0 0 C.A. 24580 10.5000 S titanic_train NA NA NA NA NA NA NA NA
674 1 2 Wilhelms, Mr. Charles male 31.00 0 0 244270 13.0000 S titanic_train NA NA NA NA NA NA NA NA
675 0 2 Watson, Mr. Ennis Hastings male 18.00 0 0 239856 0.0000 S titanic_train NA NA NA NA Watson, Mr. Ennis Hastings 0 18 S
676 0 3 Edvardsson, Mr. Gustaf Hjalmar male 18.00 0 0 349912 7.7750 S titanic_train NA NA NA NA NA NA NA NA
677 0 3 Sawyer, Mr. Frederick Charles male 24.50 0 0 342826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
678 1 3 Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.8417 S titanic_train NA NA NA NA NA NA NA NA
679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 1 6 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
680 1 1 Cardeza, Mr. Thomas Drake Martinez male 36.00 0 1 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
681 0 3 Peters, Miss. Katie female 27.00 0 0 330935 8.1375 Q titanic_train NA NA NA NA Peters, Miss. Katie 0 27 Q
682 1 1 Hassab, Mr. Hammad male 27.00 0 0 PC 17572 76.7292 C titanic_train NA NA NA NA NA NA NA NA
683 0 3 Olsvigen, Mr. Thor Anderson male 20.00 0 0 6563 9.2250 S titanic_train NA NA NA NA NA NA NA NA
684 0 3 Goodwin, Mr. Charles Edward male 14.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
685 0 2 Brown, Mr. Thomas William Solomon male 60.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
686 0 2 Laroche, Mr. Joseph Philippe Lemercier male 25.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
687 0 3 Panula, Mr. Jaako Arnold male 14.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
688 0 3 Dakic, Mr. Branko male 19.00 0 0 349228 10.1708 S titanic_train NA NA NA NA NA NA NA NA
689 0 3 Fischer, Mr. Eberhard Thelander male 18.00 0 0 350036 7.7958 S titanic_train NA NA NA NA NA NA NA NA
690 1 1 Madill, Miss. Georgette Alexandra female 15.00 0 1 24160 211.3375 S titanic_train NA NA NA NA NA NA NA NA
691 1 1 Dick, Mr. Albert Adrian male 31.00 1 0 17474 57.0000 S titanic_train NA NA NA NA NA NA NA NA
692 1 3 Karun, Miss. Manca female 4.00 0 1 349256 13.4167 C titanic_train NA NA NA NA NA NA NA NA
693 1 3 Lam, Mr. Ali male 38.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Ali 1 38 S
694 0 3 Saad, Mr. Khalil male 25.00 0 0 2672 7.2250 C titanic_train NA NA NA NA NA NA NA NA
695 0 1 Weir, Col. John male 60.00 0 0 113800 26.5500 S titanic_train NA NA NA NA NA NA NA NA
696 0 2 Chapman, Mr. Charles Henry male 52.00 0 0 248731 13.5000 S titanic_train NA NA NA NA NA NA NA NA
697 0 3 Kelly, Mr. James male 44.00 0 0 363592 8.0500 S titanic_train NA NA NA NA NA NA NA NA
698 1 3 Mullens, Miss. Katherine “Katie” female 21.00 0 0 35852 7.7333 Q titanic_train NA NA NA NA Mullens, Miss. Katherine “Katie” 1 21 Q
699 0 1 Thayer, Mr. John Borland male 49.00 1 1 17421 110.8833 C titanic_train NA NA NA NA NA NA NA NA
700 0 3 Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.00 0 0 348121 7.6500 S titanic_train NA NA NA NA NA NA NA NA
701 1 1 Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.00 1 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
702 1 1 Silverthorne, Mr. Spencer Victor male 35.00 0 0 PC 17475 26.2875 S titanic_train NA NA NA NA NA NA NA NA
703 0 3 Barbara, Miss. Saiide female 18.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
704 0 3 Gallagher, Mr. Martin male 25.00 0 0 36864 7.7417 Q titanic_train NA NA NA NA NA NA NA NA
705 0 3 Hansen, Mr. Henrik Juul male 26.00 1 0 350025 7.8542 S titanic_train NA NA NA NA NA NA NA NA
706 0 2 Morley, Mr. Henry Samuel (“Mr Henry Marshall”) male 39.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
707 1 2 Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.5000 S titanic_train NA NA NA NA NA NA NA NA
708 1 1 Calderhead, Mr. Edward Pennington male 42.00 0 0 PC 17476 26.2875 S titanic_train NA NA NA NA NA NA NA NA
709 1 1 Cleaver, Miss. Alice female 22.00 0 0 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
710 1 3 Moubarek, Master. Halim Gonios (“William George”) male 4.00 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Halim Gonios (“William George”) 1 4 C
711 1 1 Mayne, Mlle. Berthe Antonine (“Mrs de Villiers”) female 24.00 0 0 PC 17482 49.5042 C titanic_train NA NA NA NA NA NA NA NA
712 0 1 Klaber, Mr. Herman male 41.00 0 0 113028 26.5500 S titanic_train NA NA NA NA Klaber, Mr. Herman 0 41 S
713 1 1 Taylor, Mr. Elmer Zebley male 48.00 1 0 19996 52.0000 S titanic_train NA NA NA NA NA NA NA NA
714 0 3 Larsson, Mr. August Viktor male 29.00 0 0 7545 9.4833 S titanic_train NA NA NA NA NA NA NA NA
715 0 2 Greenberg, Mr. Samuel male 52.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
716 0 3 Soholt, Mr. Peter Andreas Lauritz Andersen male 19.00 0 0 348124 7.6500 S titanic_train NA NA NA NA NA NA NA NA
717 1 1 Endres, Miss. Caroline Louise female 38.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
718 1 2 Troutt, Miss. Edwina Celia “Winnie” female 27.00 0 0 34218 10.5000 S titanic_train NA NA NA NA NA NA NA NA
719 0 3 McEvoy, Mr. Michael male 20.00 0 0 36568 15.5000 Q titanic_train NA NA NA NA McEvoy, Mr. Michael 0 20 Q
720 0 3 Johnson, Mr. Malkolm Joackim male 33.00 0 0 347062 7.7750 S titanic_train NA NA NA NA NA NA NA NA
721 1 2 Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
722 0 3 Jensen, Mr. Svend Lauritz male 17.00 1 0 350048 7.0542 S titanic_train NA NA NA NA NA NA NA NA
723 0 2 Gillespie, Mr. William Henry male 34.00 0 0 12233 13.0000 S titanic_train NA NA NA NA NA NA NA NA
724 0 2 Hodges, Mr. Henry Price male 50.00 0 0 250643 13.0000 S titanic_train NA NA NA NA NA NA NA NA
725 1 1 Chambers, Mr. Norman Campbell male 27.00 1 0 113806 53.1000 S titanic_train NA NA NA NA NA NA NA NA
726 0 3 Oreskovic, Mr. Luka male 20.00 0 0 315094 8.6625 S titanic_train NA NA NA NA NA NA NA NA
727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
728 1 3 Mannion, Miss. Margareth female 28.00 0 0 36866 7.7375 Q titanic_train NA NA NA NA Mannion, Miss. Margareth 1 28 Q
729 0 2 Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 1 0 236853 26.0000 S titanic_train NA NA NA NA NA NA NA NA
730 0 3 Ilmakangas, Miss. Pieta Sofia female 25.00 1 0 STON/O2. 3101271 7.9250 S titanic_train NA NA NA NA NA NA NA NA
731 1 1 Allen, Miss. Elisabeth Walton female 29.00 0 0 24160 211.3375 S titanic_train NA NA NA NA NA NA NA NA
732 0 3 Hassan, Mr. Houssein G N male 11.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
733 0 2 Knight, Mr. Robert J male 42.00 0 0 239855 0.0000 S titanic_train NA NA NA NA Knight, Mr. Robert J 0 42 S
734 0 2 Berriman, Mr. William John male 23.00 0 0 28425 13.0000 S titanic_train NA NA NA NA NA NA NA NA
735 0 2 Troupiansky, Mr. Moses Aaron male 23.00 0 0 233639 13.0000 S titanic_train NA NA NA NA NA NA NA NA
736 0 3 Williams, Mr. Leslie male 28.50 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
738 1 1 Lesurer, Mr. Gustave J male 35.00 0 0 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
739 0 3 Ivanoff, Mr. Kanio male 20.00 0 0 349201 7.8958 S titanic_train NA NA NA NA Ivanoff, Mr. Kanio 0 20 S
740 0 3 Nankoff, Mr. Minko male 32.00 0 0 349218 7.8958 S titanic_train NA NA NA NA Nankoff, Mr. Minko 0 32 S
741 1 1 Hawksford, Mr. Walter James male 42.00 0 0 16988 30.0000 S titanic_train NA NA NA NA Hawksford, Mr. Walter James 1 42 S
742 0 1 Cavendish, Mr. Tyrell William male 36.00 1 0 19877 78.8500 S titanic_train NA NA NA NA NA NA NA NA
743 1 1 Ryerson, Miss. Susan Parker “Suzette” female 21.00 2 2 PC 17608 262.3750 C titanic_train NA NA NA NA NA NA NA NA
744 0 3 McNamee, Mr. Neal male 24.00 1 0 376566 16.1000 S titanic_train NA NA NA NA NA NA NA NA
745 1 3 Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.9250 S titanic_train NA NA NA NA NA NA NA NA
746 0 1 Crosby, Capt. Edward Gifford male 70.00 1 1 WE/P 5735 71.0000 S titanic_train NA NA NA NA NA NA NA NA
747 0 3 Abbott, Mr. Rossmore Edward male 16.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
748 1 2 Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.0000 S titanic_train NA NA NA NA NA NA NA NA
749 0 1 Marvin, Mr. Daniel Warner male 19.00 1 0 113773 53.1000 S titanic_train NA NA NA NA NA NA NA NA
750 0 3 Connaghton, Mr. Michael male 31.00 0 0 335097 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
751 1 2 Wells, Miss. Joan female 4.00 1 1 29103 23.0000 S titanic_train NA NA NA NA NA NA NA NA
752 1 3 Moor, Master. Meier male 6.00 0 1 392096 12.4750 S titanic_train NA NA NA NA NA NA NA NA
753 0 3 Vande Velde, Mr. Johannes Joseph male 33.00 0 0 345780 9.5000 S titanic_train NA NA NA NA NA NA NA NA
754 0 3 Jonkoff, Mr. Lalio male 23.00 0 0 349204 7.8958 S titanic_train NA NA NA NA NA NA NA NA
755 1 2 Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
757 0 3 Carlsson, Mr. August Sigfrid male 28.00 0 0 350042 7.7958 S titanic_train NA NA NA NA NA NA NA NA
758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.5000 S titanic_train NA NA NA NA NA NA NA NA
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.0500 S titanic_train NA NA NA NA NA NA NA NA
760 1 1 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.5000 S titanic_train NA NA NA NA NA NA NA NA
761 0 3 Garfirth, Mr. John male 22.00 0 0 358585 14.5000 S titanic_train NA NA NA NA Garfirth, Mr. John 0 22 S
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.1250 S titanic_train NA NA NA NA NA NA NA NA
763 1 3 Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C titanic_train NA NA NA NA NA NA NA NA
764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.7750 S titanic_train NA NA NA NA NA NA NA NA
766 1 1 Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.9583 S titanic_train NA NA NA NA NA NA NA NA
767 0 1 Brewe, Dr. Arthur Jackson male 45.00 0 0 112379 39.6000 C titanic_train NA NA NA NA Brewe, Dr. Arthur Jackson 0 45 C
768 0 3 Mangan, Miss. Mary female 30.50 0 0 364850 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
769 0 3 Moran, Mr. Daniel J male 28.00 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Mr. Daniel J 0 28 Q
770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.3625 S titanic_train NA NA NA NA NA NA NA NA
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.5000 S titanic_train NA NA NA NA NA NA NA NA
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.8542 S titanic_train NA NA NA NA NA NA NA NA
773 0 2 Mack, Mrs. (Mary) female 57.00 0 0 S.O./P.P. 3 10.5000 S titanic_train NA NA NA NA NA NA NA NA
774 0 3 Elias, Mr. Dibo male 29.00 0 0 2674 7.2250 C titanic_train NA NA NA NA Elias, Mr. Dibo 0 29 C
775 1 2 Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.0000 S titanic_train NA NA NA NA NA NA NA NA
776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.7500 S titanic_train NA NA NA NA NA NA NA NA
777 0 3 Tobin, Mr. Roger male 20.00 0 0 383121 7.7500 Q titanic_train NA NA NA NA Tobin, Mr. Roger 0 20 Q
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S titanic_train NA NA NA NA NA NA NA NA
779 0 3 Kilgannon, Mr. Thomas J male 21.00 0 0 36865 7.7375 Q titanic_train NA NA NA NA Kilgannon, Mr. Thomas J 0 21 Q
780 1 1 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.3375 S titanic_train NA NA NA NA NA NA NA NA
781 1 3 Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C titanic_train NA NA NA NA NA NA NA NA
782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.0000 S titanic_train NA NA NA NA NA NA NA NA
783 0 1 Long, Mr. Milton Clyde male 29.00 0 0 113501 30.0000 S titanic_train NA NA NA NA NA NA NA NA
784 0 3 Johnston, Mr. Andrew G male 35.00 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Mr. Andrew G 0 35 S
785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S titanic_train NA NA NA NA NA NA NA NA
786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.00 0 0 374887 7.2500 S titanic_train NA NA NA NA NA NA NA NA
787 1 3 Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.4958 S titanic_train NA NA NA NA NA NA NA NA
788 0 3 Rice, Master. George Hugh male 8.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
789 1 3 Dean, Master. Bertram Vere male 1.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
790 0 1 Guggenheim, Mr. Benjamin male 46.00 0 0 PC 17593 79.2000 C titanic_train NA NA NA NA NA NA NA NA
791 0 3 Keane, Mr. Andrew “Andy” male 23.00 0 0 12460 7.7500 Q titanic_train NA NA NA NA Keane, Mr. Andrew “Andy” 0 23 Q
792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
793 0 3 Sage, Miss. Stella Anna female 20.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Stella Anna 0 20 S
794 0 1 Hoyt, Mr. William Fisher male 43.00 0 0 PC 17600 30.6958 C titanic_train NA NA NA NA Hoyt, Mr. William Fisher 0 43 C
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.8958 S titanic_train NA NA NA NA NA NA NA NA
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.0000 S titanic_train NA NA NA NA NA NA NA NA
797 1 1 Leader, Dr. Alice (Farnham) female 49.00 0 0 17465 25.9292 S titanic_train NA NA NA NA NA NA NA NA
798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S titanic_train NA NA NA NA NA NA NA NA
799 0 3 Ibrahim Shawah, Mr. Yousseff male 30.00 0 0 2685 7.2292 C titanic_train NA NA NA NA NA NA NA NA
800 0 3 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
803 1 1 Carter, Master. William Thornton II male 11.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
804 1 3 Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C titanic_train NA NA NA NA NA NA NA NA
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S titanic_train NA NA NA NA NA NA NA NA
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.7750 S titanic_train NA NA NA NA NA NA NA NA
807 0 1 Andrews, Mr. Thomas Jr male 39.00 0 0 112050 0.0000 S titanic_train NA NA NA NA NA NA NA NA
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.7750 S titanic_train NA NA NA NA NA NA NA NA
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.0000 S titanic_train NA NA NA NA NA NA NA NA
810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.1000 S titanic_train NA NA NA NA NA NA NA NA
811 0 3 Alexander, Mr. William male 26.00 0 0 3474 7.8875 S titanic_train NA NA NA NA NA NA NA NA
812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.5000 S titanic_train NA NA NA NA NA NA NA NA
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.0500 S titanic_train NA NA NA NA NA NA NA NA
816 0 1 Fry, Mr. Richard male 39.00 0 0 112058 0.0000 S titanic_train NA NA NA NA Fry, Mr. Richard 0 39 S
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.9250 S titanic_train NA NA NA NA NA NA NA NA
818 0 2 Mallet, Mr. Albert male 31.00 1 1 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.4500 S titanic_train NA NA NA NA NA NA NA NA
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
821 1 1 Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 1 1 12749 93.5000 S titanic_train NA NA NA NA NA NA NA NA
822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S titanic_train NA NA NA NA NA NA NA NA
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.0000 S titanic_train NA NA NA NA NA NA NA NA
824 1 3 Moor, Mrs. (Beila) female 27.00 0 1 392096 12.4750 S titanic_train NA NA NA NA NA NA NA NA
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
826 0 3 Flynn, Mr. John male 48.00 0 0 368323 6.9500 Q titanic_train NA NA NA NA Flynn, Mr. John 0 48 Q
827 0 3 Lam, Mr. Len male 23.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Len 0 23 S
828 1 2 Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
829 1 3 McCormack, Mr. Thomas Joseph male 19.00 0 0 367228 7.7500 Q titanic_train NA NA NA NA McCormack, Mr. Thomas Joseph 1 19 Q
830 1 1 Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 titanic_train NA NA NA NA Stone, Mrs. George Nelson (Martha Evelyn) 1 61 S
831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
833 0 3 Saad, Mr. Amin male 30.00 0 0 2671 7.2292 C titanic_train NA NA NA NA Saad, Mr. Amin 0 30 C
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.8542 S titanic_train NA NA NA NA NA NA NA NA
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.3000 S titanic_train NA NA NA NA NA NA NA NA
836 1 1 Compton, Miss. Sara Rebecca female 39.00 1 1 PC 17756 83.1583 C titanic_train NA NA NA NA NA NA NA NA
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.6625 S titanic_train NA NA NA NA NA NA NA NA
838 0 3 Sirota, Mr. Maurice male 19.00 0 0 392092 8.0500 S titanic_train NA NA NA NA Sirota, Mr. Maurice 0 19 S
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
840 1 1 Marechal, Mr. Pierre male 29.00 0 0 11774 29.7000 C titanic_train NA NA NA NA Marechal, Mr. Pierre 1 29 C
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.9250 S titanic_train NA NA NA NA NA NA NA NA
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.5000 S titanic_train NA NA NA NA NA NA NA NA
843 1 1 Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C titanic_train NA NA NA NA NA NA NA NA
844 0 3 Lemberopolous, Mr. Peter L male 34.50 0 0 2683 6.4375 C titanic_train NA NA NA NA NA NA NA NA
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.6625 S titanic_train NA NA NA NA NA NA NA NA
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.5500 S titanic_train NA NA NA NA NA NA NA NA
847 0 3 Sage, Mr. Douglas Bullen male 18.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. Douglas Bullen 0 18 S
848 0 3 Markoff, Mr. Marin male 35.00 0 0 349213 7.8958 C titanic_train NA NA NA NA NA NA NA NA
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female 46.00 1 0 17453 89.1042 C titanic_train NA NA NA NA Goldenberg, Mrs. Samuel L (Edwiga Grabowska) 1 46 C
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.7750 S titanic_train NA NA NA NA NA NA NA NA
853 0 3 Boulos, Miss. Nourelain female 9.00 1 1 2678 15.2458 C titanic_train NA NA NA NA NA NA NA NA
854 1 1 Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.4000 S titanic_train NA NA NA NA NA NA NA NA
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S titanic_train NA NA NA NA NA NA NA NA
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S titanic_train NA NA NA NA NA NA NA NA
858 1 1 Daly, Mr. Peter Denis male 51.00 0 0 113055 26.5500 S titanic_train NA NA NA NA NA NA NA NA
859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
860 0 3 Razi, Mr. Raihed male 32.00 0 0 2629 7.2292 C titanic_train NA NA NA NA Razi, Mr. Raihed 0 32 C
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.1083 S titanic_train NA NA NA NA NA NA NA NA
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.5000 S titanic_train NA NA NA NA NA NA NA NA
863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.9292 S titanic_train NA NA NA NA NA NA NA NA
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female 14.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Dorothy Edith “Dolly” 0 14 S
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.0000 S titanic_train NA NA NA NA NA NA NA NA
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S titanic_train NA NA NA NA NA NA NA NA
867 1 2 Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C titanic_train NA NA NA NA NA NA NA NA
868 0 1 Roebling, Mr. Washington Augustus II male 31.00 0 0 PC 17590 50.4958 S titanic_train NA NA NA NA NA NA NA NA
869 0 3 van Melkebeke, Mr. Philemon male 23.00 0 0 345777 9.5000 S titanic_train NA NA NA NA van Melkebeke, Mr. Philemon 0 23 S
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.8958 S titanic_train NA NA NA NA NA NA NA NA
872 1 1 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.5542 S titanic_train NA NA NA NA NA NA NA NA
873 0 1 Carlsson, Mr. Frans Olof male 33.00 0 0 695 5.0000 S titanic_train NA NA NA NA NA NA NA NA
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.0000 S titanic_train NA NA NA NA NA NA NA NA
875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
876 1 3 Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C titanic_train NA NA NA NA NA NA NA NA
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.8458 S titanic_train NA NA NA NA NA NA NA NA
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.8958 S titanic_train NA NA NA NA NA NA NA NA
879 0 3 Laleff, Mr. Kristo male 23.00 0 0 349217 7.8958 S titanic_train NA NA NA NA Laleff, Mr. Kristo 0 23 S
880 1 1 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 0 1 11767 83.1583 C titanic_train NA NA NA NA NA NA NA NA
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.8958 S titanic_train NA NA NA NA NA NA NA NA
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.5167 S titanic_train NA NA NA NA NA NA NA NA
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.5000 S titanic_train NA NA NA NA NA NA NA NA
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.0500 S titanic_train NA NA NA NA NA NA NA NA
886 0 3 Rice, Mrs. William (Margaret Norton) female 39.00 0 5 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.0000 S titanic_train NA NA NA NA NA NA NA NA
888 1 1 Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.0000 S titanic_train NA NA NA NA NA NA NA NA
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female 7.00 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Miss. Catherine Helen “Carrie” 0 7 S
890 1 1 Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C titanic_train NA NA NA NA NA NA NA NA
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
892 0 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test Kelly, Mr. James 0 34.50 7.8292 NA NA NA NA
893 1 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test Wilkes, Mrs. James (Ellen Needs) 1 47.00 7.0000 NA NA NA NA
894 0 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test Myles, Mr. Thomas Francis 0 62.00 9.6875 NA NA NA NA
895 0 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test Wirz, Mr. Albert 0 27.00 8.6625 NA NA NA NA
896 1 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test Hirvonen, Mrs. Alexander (Helga E Lindqvist) 1 22.00 12.2875 NA NA NA NA
897 1 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test Svensson, Mr. Johan Cervin 1 14.00 9.2250 NA NA NA NA
898 1 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test Connolly, Miss. Kate 1 30.00 7.6292 NA NA NA NA
899 1 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test Caldwell, Mr. Albert Francis 1 26.00 29.0000 NA NA NA NA
900 1 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test Abrahim, Mrs. Joseph (Sophie Halaut Easu) 1 18.00 7.2292 NA NA NA NA
901 0 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test Davies, Mr. John Samuel 0 21.00 24.1500 NA NA NA NA
902 0 3 Ilieff, Mr. Ylio male 32.00 0 0 349220 7.8958 S titanic_test Ilieff, Mr. Ylio 0 32.00 7.8958 NA NA NA NA
903 0 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test Jones, Mr. Charles Cresson 0 46.00 26.0000 NA NA NA NA
904 1 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 S titanic_test Snyder, Mrs. John Pillsbury (Nelle Stevenson) 1 23.00 82.2667 NA NA NA NA
905 0 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test Howard, Mr. Benjamin 0 63.00 26.0000 NA NA NA NA
906 1 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 S titanic_test Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) 1 47.00 61.1750 NA NA NA NA
907 1 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test del Carlo, Mrs. Sebastiano (Argenia Genovesi) 1 24.00 27.7208 NA NA NA NA
908 0 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test Keane, Mr. Daniel 0 35.00 12.3500 NA NA NA NA
909 0 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test Assaf, Mr. Gerios 0 21.00 7.2250 NA NA NA NA
910 0 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test Ilmakangas, Miss. Ida Livija 0 27.00 7.9250 NA NA NA NA
911 1 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test Assaf Khalil, Mrs. Mariana (Miriam”)” 1 45.00 7.2250 NA NA NA NA
912 0 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test Rothschild, Mr. Martin 0 55.00 59.4000 NA NA NA NA
913 1 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test Olsen, Master. Artur Karl 1 9.00 3.1708 NA NA NA NA
914 1 1 Flegenheim, Mrs. Alfred (Antoinette) female 48.00 0 0 PC 17598 31.6833 S titanic_test Flegenheim, Mrs. Alfred (Antoinette) 1 48.00 31.6833 NA NA NA NA
915 1 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test Williams, Mr. Richard Norris II 1 21.00 61.3792 NA NA NA NA
916 1 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 C titanic_test Ryerson, Mrs. Arthur Larned (Emily Maria Borie) 1 48.00 262.3750 NA NA NA NA
917 0 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test Robins, Mr. Alexander A 0 50.00 14.5000 NA NA NA NA
918 1 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 C titanic_test Ostby, Miss. Helene Ragnhild 1 22.00 61.9792 NA NA NA NA
919 0 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test Daher, Mr. Shedid 0 22.50 7.2250 NA NA NA NA
920 0 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 S titanic_test Brady, Mr. John Bertram 0 41.00 30.5000 NA NA NA NA
921 0 3 Samaan, Mr. Elias male 17.00 2 0 2662 21.6792 C titanic_test Samaan, Mr. Elias 0 17.00 21.6792 NA NA NA NA
922 0 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test Louch, Mr. Charles Alexander 0 50.00 26.0000 NA NA NA NA
923 0 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Clifford Thomas 0 24.00 31.5000 NA NA NA NA
924 1 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test Dean, Mrs. Bertram (Eva Georgetta Light) 1 33.00 20.5750 NA NA NA NA
925 0 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female 36.00 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” 0 36.00 23.4500 NA NA NA NA
926 1 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C titanic_test Mock, Mr. Philipp Edmund 1 30.00 57.7500 NA NA NA NA
927 0 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test Katavelas, Mr. Vassilios (Catavelas Vassilios”)” 0 18.50 7.2292 NA NA NA NA
928 1 3 Roth, Miss. Sarah A female 26.00 0 0 342712 8.0500 S titanic_test Roth, Miss. Sarah A 1 26.00 8.0500 NA NA NA NA
929 0 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test Cacic, Miss. Manda 0 21.00 8.6625 NA NA NA NA
930 1 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test Sap, Mr. Julius 1 25.00 9.5000 NA NA NA NA
931 1 3 Hee, Mr. Ling male 24.00 0 0 1601 56.4958 S titanic_test Hee, Mr. Ling 1 24.00 56.4958 NA NA NA NA
932 1 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test Karun, Mr. Franz 1 39.00 13.4167 NA NA NA NA
933 0 1 Franklin, Mr. Thomas Parham male 37.00 0 0 113778 26.5500 S titanic_test Franklin, Mr. Thomas Parham 0 37.00 26.5500 NA NA NA NA
934 0 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test Goldsmith, Mr. Nathan 0 41.00 7.8500 NA NA NA NA
935 0 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test Corbett, Mrs. Walter H (Irene Colvin) 0 30.00 13.0000 NA NA NA NA
936 1 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 S titanic_test Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) 1 45.00 52.5542 NA NA NA NA
937 0 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test Peltomaki, Mr. Nikolai Johannes 0 25.00 7.9250 NA NA NA NA
938 1 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 C titanic_test Chevre, Mr. Paul Romaine 1 45.00 29.7000 NA NA NA NA
939 0 3 Shaughnessy, Mr. Patrick male 25.00 0 0 370374 7.7500 Q titanic_test Shaughnessy, Mr. Patrick 0 25.00 7.7500 NA NA NA NA
940 1 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 C titanic_test Bucknell, Mrs. William Robert (Emma Eliza Ward) 1 60.00 76.2917 NA NA NA NA
941 1 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test Coutts, Mrs. William (Winnie Minnie” Treanor)” 1 36.00 15.9000 NA NA NA NA
942 0 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 S titanic_test Smith, Mr. Lucien Philip 0 24.00 60.0000 NA NA NA NA
943 0 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test Pulbaum, Mr. Franz 0 27.00 15.0333 NA NA NA NA
944 1 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test Hocking, Miss. Ellen Nellie”” 1 20.00 23.0000 NA NA NA NA
945 1 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 S titanic_test Fortune, Miss. Ethel Flora 1 28.00 263.0000 NA NA NA NA
946 0 2 Mangiavacchi, Mr. Serafino Emilio male 47.00 0 0 SC/A.3 2861 15.5792 C titanic_test Mangiavacchi, Mr. Serafino Emilio 0 47.00 15.5792 NA NA NA NA
947 0 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test Rice, Master. Albert 0 10.00 29.1250 NA NA NA NA
948 0 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test Cor, Mr. Bartol 0 35.00 7.8958 NA NA NA NA
949 1 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 S titanic_test Abelseth, Mr. Olaus Jorgensen 1 25.00 7.6500 NA NA NA NA
950 0 3 Davison, Mr. Thomas Henry male 32.00 1 0 386525 16.1000 S titanic_test Davison, Mr. Thomas Henry 0 32.00 16.1000 NA NA NA NA
951 1 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 C titanic_test Chaudanson, Miss. Victorine 1 36.00 262.3750 NA NA NA NA
952 0 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test Dika, Mr. Mirko 0 17.00 7.8958 NA NA NA NA
953 0 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test McCrae, Mr. Arthur Gordon 0 32.00 13.5000 NA NA NA NA
954 0 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test Bjorklund, Mr. Ernst Herbert 0 18.00 7.7500 NA NA NA NA
955 1 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test Bradley, Miss. Bridget Delia 1 22.00 7.7250 NA NA NA NA
956 1 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 C titanic_test Ryerson, Master. John Borie 1 13.00 262.3750 NA NA NA NA
957 0 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female 32.00 0 0 F.C.C. 13534 21.0000 S titanic_test Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) 0 32.00 21.0000 NA NA NA NA
958 1 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test Burns, Miss. Mary Delia 1 18.00 7.8792 NA NA NA NA
959 0 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test Moore, Mr. Clarence Bloomfield 0 47.00 42.4000 NA NA NA NA
960 1 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C titanic_test Tucker, Mr. Gilbert Milligan Jr 1 31.00 28.5375 NA NA NA NA
961 1 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 S titanic_test Fortune, Mrs. Mark (Mary McDougald) 1 60.00 263.0000 NA NA NA NA
962 1 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test Mulvihill, Miss. Bertha E 1 24.00 7.7500 NA NA NA NA
963 0 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test Minkoff, Mr. Lazar 0 21.00 7.8958 NA NA NA NA
964 0 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test Nieminen, Miss. Manta Josefina 0 29.00 7.9250 NA NA NA NA
965 0 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 C titanic_test Ovies y Rodriguez, Mr. Servando 0 28.50 27.7208 NA NA NA NA
966 1 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C titanic_test Geiger, Miss. Amalie 1 35.00 211.5000 NA NA NA NA
967 0 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C titanic_test Keeping, Mr. Edwin 0 32.50 211.5000 NA NA NA NA
968 0 3 Miles, Mr. Frank male 23.00 0 0 359306 8.0500 S titanic_test Miles, Mr. Frank 0 23.00 8.0500 NA NA NA NA
969 1 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 S titanic_test Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) 1 55.00 25.7000 NA NA NA NA
970 0 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test Aldworth, Mr. Charles Augustus 0 30.00 13.0000 NA NA NA NA
971 0 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test Doyle, Miss. Elizabeth 0 24.00 7.7500 NA NA NA NA
972 0 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test Boulos, Master. Akar 0 6.00 15.2458 NA NA NA NA
973 0 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 S titanic_test Straus, Mr. Isidor 0 67.00 221.7792 NA NA NA NA
974 0 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test Case, Mr. Howard Brown 0 49.00 26.0000 NA NA NA NA
975 0 3 Demetri, Mr. Marinko male 23.00 0 0 349238 7.8958 S titanic_test Demetri, Mr. Marinko 0 23.00 7.8958 NA NA NA NA
976 0 2 Lamb, Mr. John Joseph male 31.00 0 0 240261 10.7083 Q titanic_test Lamb, Mr. John Joseph 0 31.00 10.7083 NA NA NA NA
977 0 3 Khalil, Mr. Betros male 25.00 1 0 2660 14.4542 C titanic_test Khalil, Mr. Betros 0 25.00 14.4542 NA NA NA NA
978 0 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test Barry, Miss. Julia 0 27.00 7.8792 NA NA NA NA
979 1 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test Badman, Miss. Emily Louisa 1 18.00 8.0500 NA NA NA NA
980 1 3 O’Donoghue, Ms. Bridget female 21.00 0 0 364856 7.7500 Q titanic_test O’Donoghue, Ms. Bridget 1 21.00 7.7500 NA NA NA NA
981 1 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test Wells, Master. Ralph Lester 1 2.00 23.0000 NA NA NA NA
982 1 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) 1 22.00 13.9000 NA NA NA NA
983 0 3 Pedersen, Mr. Olaf male 28.00 0 0 345498 7.7750 S titanic_test Pedersen, Mr. Olaf 0 28.00 7.7750 NA NA NA NA
984 0 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 S titanic_test Davidson, Mrs. Thornton (Orian Hays) 0 27.00 52.0000 NA NA NA NA
985 0 3 Guest, Mr. Robert male 22.00 0 0 376563 8.0500 S titanic_test Guest, Mr. Robert 0 22.00 8.0500 NA NA NA NA
986 0 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test Birnbaum, Mr. Jakob 0 25.00 26.0000 NA NA NA NA
987 1 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test Tenglin, Mr. Gunnar Isidor 1 25.00 7.7958 NA NA NA NA
988 1 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 S titanic_test Cavendish, Mrs. Tyrell William (Julia Florence Siegel) 1 76.00 78.8500 NA NA NA NA
989 0 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test Makinen, Mr. Kalle Edvard 0 29.00 7.9250 NA NA NA NA
990 0 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test Braf, Miss. Elin Ester Maria 0 20.00 7.8542 NA NA NA NA
991 0 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test Nancarrow, Mr. William Henry 0 33.00 8.0500 NA NA NA NA
992 1 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C titanic_test Stengel, Mrs. Charles Emil Henry (Annie May Morris) 1 43.00 55.4417 NA NA NA NA
993 0 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test Weisz, Mr. Leopold 0 27.00 26.0000 NA NA NA NA
994 0 3 Foley, Mr. William male 20.00 0 0 365235 7.7500 Q titanic_test Foley, Mr. William 0 20.00 7.7500 NA NA NA NA
995 1 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test Johansson Palmquist, Mr. Oskar Leander 1 26.00 7.7750 NA NA NA NA
996 1 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test Thomas, Mrs. Alexander (Thamine Thelma”)” 1 16.00 8.5167 NA NA NA NA
997 0 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test Holthen, Mr. Johan Martin 0 28.00 22.5250 NA NA NA NA
998 1 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test Buckley, Mr. Daniel 1 21.00 7.8208 NA NA NA NA
999 1 3 Ryan, Mr. Edward male 24.00 0 0 383162 7.7500 Q titanic_test Ryan, Mr. Edward 1 24.00 7.7500 NA NA NA NA
1000 0 3 Willer, Mr. Aaron (Abi Weller”)” male 37.00 0 0 3410 8.7125 S titanic_test Willer, Mr. Aaron (Abi Weller”)” 0 37.00 8.7125 NA NA NA NA
1001 0 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 S titanic_test Swane, Mr. George 0 18.50 13.0000 NA NA NA NA
1002 0 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test Stanton, Mr. Samuel Ward 0 41.00 15.0458 NA NA NA NA
1003 1 3 Shine, Miss. Ellen Natalia female 20.00 0 0 330968 7.7792 Q titanic_test Shine, Miss. Ellen Natalia 1 20.00 7.7792 NA NA NA NA
1004 0 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 C titanic_test Evans, Miss. Edith Corse 0 36.00 31.6792 NA NA NA NA
1005 1 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test Buckley, Miss. Katherine 1 18.50 7.2833 NA NA NA NA
1006 0 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 S titanic_test Straus, Mrs. Isidor (Rosalie Ida Blun) 0 63.00 221.7792 NA NA NA NA
1007 0 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test Chronopoulos, Mr. Demetrios 0 18.00 14.4542 NA NA NA NA
1008 0 3 Thomas, Mr. John male 34.00 0 0 2681 6.4375 C titanic_test Thomas, Mr. John 0 34.00 6.4375 NA NA NA NA
1009 1 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 S titanic_test Sandstrom, Miss. Beatrice Irene 1 1.00 16.7000 NA NA NA NA
1010 0 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C titanic_test Beattie, Mr. Thomson 0 36.00 75.2417 NA NA NA NA
1011 0 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test Chapman, Mrs. John Henry (Sara Elizabeth Lawry) 0 29.00 26.0000 NA NA NA NA
1012 1 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test Watt, Miss. Bertha J 1 12.00 15.7500 NA NA NA NA
1013 0 3 Kiernan, Mr. John male 26.00 1 0 367227 7.7500 Q titanic_test Kiernan, Mr. John 0 26.00 7.7500 NA NA NA NA
1014 1 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C titanic_test Schabert, Mrs. Paul (Emma Mock) 1 35.00 57.7500 NA NA NA NA
1015 0 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test Carver, Mr. Alfred John 0 28.00 7.2500 NA NA NA NA
1016 0 3 Kennedy, Mr. John male 24.00 0 0 368783 7.7500 Q titanic_test Kennedy, Mr. John 0 24.00 7.7500 NA NA NA NA
1017 1 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test Cribb, Miss. Laura Alice 1 17.00 16.1000 NA NA NA NA
1018 0 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test Brobeck, Mr. Karl Rudolf 0 22.00 7.7958 NA NA NA NA
1019 1 3 McCoy, Miss. Alicia female 26.00 2 0 367226 23.2500 Q titanic_test McCoy, Miss. Alicia 1 26.00 23.2500 NA NA NA NA
1020 0 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test Bowenur, Mr. Solomon 0 42.00 13.0000 NA NA NA NA
1021 0 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test Petersen, Mr. Marius 0 24.00 8.0500 NA NA NA NA
1022 0 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test Spinner, Mr. Henry John 0 32.00 8.0500 NA NA NA NA
1023 1 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C titanic_test Gracie, Col. Archibald IV 1 53.00 28.5000 NA NA NA NA
1024 0 3 Lefebre, Mrs. Frank (Frances) female 28.00 0 4 4133 25.4667 S titanic_test Lefebre, Mrs. Frank (Frances) 0 28.00 25.4667 NA NA NA NA
1025 0 3 Thomas, Mr. Charles P male 20.00 1 0 2621 6.4375 C titanic_test Thomas, Mr. Charles P 0 20.00 6.4375 NA NA NA NA
1026 0 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test Dintcheff, Mr. Valtcho 0 43.00 7.8958 NA NA NA NA
1027 0 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test Carlsson, Mr. Carl Robert 0 24.00 7.8542 NA NA NA NA
1028 0 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test Zakarian, Mr. Mapriededer 0 26.50 7.2250 NA NA NA NA
1029 0 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test Schmidt, Mr. August 0 26.00 13.0000 NA NA NA NA
1030 1 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test Drapkin, Miss. Jennie 1 23.00 8.0500 NA NA NA NA
1031 0 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test Goodwin, Mr. Charles Frederick 0 40.00 46.9000 NA NA NA NA
1032 0 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test Goodwin, Miss. Jessie Allis 0 10.00 46.9000 NA NA NA NA
1033 1 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test Daniels, Miss. Sarah 1 33.00 151.5500 NA NA NA NA
1034 0 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 C titanic_test Ryerson, Mr. Arthur Larned 0 61.00 262.3750 NA NA NA NA
1035 0 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test Beauchamp, Mr. Henry James 0 28.00 26.0000 NA NA NA NA
1036 0 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” 0 42.00 26.5500 NA NA NA NA
1037 0 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test Vander Planke, Mr. Julius 0 31.00 18.0000 NA NA NA NA
1038 0 1 Hilliard, Mr. Herbert Henry male 44.00 0 0 17463 51.8625 S titanic_test Hilliard, Mr. Herbert Henry 0 44.00 51.8625 NA NA NA NA
1039 0 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test Davies, Mr. Evan 0 22.00 8.0500 NA NA NA NA
1040 0 1 Crafton, Mr. John Bertram male 58.00 0 0 113791 26.5500 S titanic_test Crafton, Mr. John Bertram 0 58.00 26.5500 NA NA NA NA
1041 0 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test Lahtinen, Rev. William 0 30.00 26.0000 NA NA NA NA
1042 1 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C titanic_test Earnshaw, Mrs. Boulton (Olive Potter) 1 23.00 83.1583 NA NA NA NA
1043 0 3 Matinoff, Mr. Nicola male 30.00 0 0 349255 7.8958 C titanic_test Matinoff, Mr. Nicola 0 30.00 7.8958 NA NA NA NA
1044 0 3 Storey, Mr. Thomas male 60.50 0 0 3701 7.2500 S titanic_test Storey, Mr. Thomas 0 60.50 7.2500 NA NA NA NA
1045 0 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) 0 36.00 12.1833 NA NA NA NA
1046 0 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Filip Oscar 0 13.00 31.3875 NA NA NA NA
1047 1 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test Duquemin, Mr. Joseph 1 24.00 7.5500 NA NA NA NA
1048 1 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 S titanic_test Bird, Miss. Ellen 1 29.00 221.7792 NA NA NA NA
1049 1 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test Lundin, Miss. Olga Elida 1 23.00 7.8542 NA NA NA NA
1050 0 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 S titanic_test Borebank, Mr. John James 0 42.00 26.5500 NA NA NA NA
1051 0 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Mrs. Benjamin (Edith Nile) 0 26.00 13.7750 NA NA NA NA
1052 1 3 Smyth, Miss. Julia female 18.00 0 0 335432 7.7333 Q titanic_test Smyth, Miss. Julia 1 18.00 7.7333 NA NA NA NA
1053 1 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test Touma, Master. Georges Youssef 1 7.00 15.2458 NA NA NA NA
1054 1 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test Wright, Miss. Marion 1 26.00 13.5000 NA NA NA NA
1055 0 3 Pearce, Mr. Ernest male 31.00 0 0 343271 7.0000 S titanic_test Pearce, Mr. Ernest 0 31.00 7.0000 NA NA NA NA
1056 0 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test Peruschitz, Rev. Joseph Maria 0 41.00 13.0000 NA NA NA NA
1057 1 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test Kink-Heilmann, Mrs. Anton (Luise Heilmann) 1 26.00 22.0250 NA NA NA NA
1058 0 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 C titanic_test Brandeis, Mr. Emil 0 48.00 50.4958 NA NA NA NA
1059 0 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test Ford, Mr. Edward Watson 0 18.00 34.3750 NA NA NA NA
1060 1 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female 36.00 0 0 17770 27.7208 C titanic_test Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) 1 36.00 27.7208 NA NA NA NA
1061 1 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test Hellstrom, Miss. Hilda Maria 1 22.00 8.9625 NA NA NA NA
1062 0 3 Lithman, Mr. Simon male 27.00 0 0 S.O./P.P. 251 7.5500 S titanic_test Lithman, Mr. Simon 0 27.00 7.5500 NA NA NA NA
1063 0 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test Zakarian, Mr. Ortin 0 27.00 7.2250 NA NA NA NA
1064 0 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test Dyker, Mr. Adolf Fredrik 0 23.00 13.9000 NA NA NA NA
1065 0 3 Torfa, Mr. Assad male 20.00 0 0 2673 7.2292 C titanic_test Torfa, Mr. Assad 0 20.00 7.2292 NA NA NA NA
1066 0 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test Asplund, Mr. Carl Oscar Vilhelm Gustafsson 0 40.00 31.3875 NA NA NA NA
1067 1 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test Brown, Miss. Edith Eileen 1 15.00 39.0000 NA NA NA NA
1068 1 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test Sincock, Miss. Maude 1 20.00 36.7500 NA NA NA NA
1069 1 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C titanic_test Stengel, Mr. Charles Emil Henry 1 54.00 55.4417 NA NA NA NA
1070 1 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 S titanic_test Becker, Mrs. Allen Oliver (Nellie E Baumgardner) 1 36.00 39.0000 NA NA NA NA
1071 1 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 C titanic_test Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) 1 64.00 83.1583 NA NA NA NA
1072 0 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test McCrie, Mr. James Matthew 0 30.00 13.0000 NA NA NA NA
1073 0 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 C titanic_test Compton, Mr. Alexander Taylor Jr 0 37.00 83.1583 NA NA NA NA
1074 1 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 S titanic_test Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) 1 18.00 53.1000 NA NA NA NA
1075 0 3 Lane, Mr. Patrick male 16.00 0 0 7935 7.7500 Q titanic_test Lane, Mr. Patrick 0 16.00 7.7500 NA NA NA NA
1076 1 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 C titanic_test Douglas, Mrs. Frederick Charles (Mary Helene Baxter) 1 27.00 247.5208 NA NA NA NA
1077 0 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test Maybery, Mr. Frank Hubert 0 40.00 16.0000 NA NA NA NA
1078 1 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Miss. Alice Frances Louisa 1 21.00 21.0000 NA NA NA NA
1079 0 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test Davies, Mr. Joseph 0 17.00 8.0500 NA NA NA NA
1080 0 3 Sage, Miss. Ada female 10.00 8 2 CA. 2343 69.5500 S titanic_test Sage, Miss. Ada 0 10.00 69.5500 NA NA NA NA
1081 0 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test Veal, Mr. James 0 40.00 13.0000 NA NA NA NA
1082 0 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test Angle, Mr. William A 0 34.00 26.0000 NA NA NA NA
1083 1 1 Salomon, Mr. Abraham L male 43.00 0 0 111163 26.0000 S titanic_test Salomon, Mr. Abraham L 1 43.00 26.0000 NA NA NA NA
1084 0 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. Walter John 0 11.50 14.5000 NA NA NA NA
1085 0 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test Lingane, Mr. John 0 61.00 12.3500 NA NA NA NA
1086 1 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test Drew, Master. Marshall Brines 1 8.00 32.5000 NA NA NA NA
1087 0 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test Karlsson, Mr. Julius Konrad Eugen 0 33.00 7.8542 NA NA NA NA
1088 1 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 C titanic_test Spedden, Master. Robert Douglas 1 6.00 134.5000 NA NA NA NA
1089 1 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test Nilsson, Miss. Berta Olivia 1 18.00 7.7750 NA NA NA NA
1090 0 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test Baimbrigge, Mr. Charles Robert 0 23.00 10.5000 NA NA NA NA
1091 0 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female 63.00 0 0 65305 8.1125 S titanic_test Rasmussen, Mrs. (Lena Jacobsen Solvang) 0 63.00 8.1125 NA NA NA NA
1092 1 3 Murphy, Miss. Nora female 31.00 0 0 36568 15.5000 Q titanic_test Murphy, Miss. Nora 1 31.00 15.5000 NA NA NA NA
1093 0 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test Danbom, Master. Gilbert Sigvard Emanuel 0 0.33 14.4000 NA NA NA NA
1094 0 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C titanic_test Astor, Col. John Jacob 0 47.00 227.5250 NA NA NA NA
1095 1 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test Quick, Miss. Winifred Vera 1 8.00 26.0000 NA NA NA NA
1096 0 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test Andrew, Mr. Frank Thomas 0 25.00 10.5000 NA NA NA NA
1097 1 1 Omont, Mr. Alfred Fernand male 29.00 0 0 F.C. 12998 25.7417 C titanic_test Omont, Mr. Alfred Fernand 1 29.00 25.7417 NA NA NA NA
1098 0 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test McGowan, Miss. Katherine 0 35.00 7.7500 NA NA NA NA
1099 1 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test Collett, Mr. Sidney C Stuart 1 24.00 10.5000 NA NA NA NA
1100 1 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 C titanic_test Rosenbaum, Miss. Edith Louise 1 33.00 27.7208 NA NA NA NA
1101 0 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test Delalic, Mr. Redjo 0 25.00 7.8958 NA NA NA NA
1102 0 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test Andersen, Mr. Albert Karvin 0 32.00 22.5250 NA NA NA NA
1103 1 3 Finoli, Mr. Luigi male 41.00 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test Finoli, Mr. Luigi 1 41.00 7.0500 NA NA NA NA
1104 0 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test Deacon, Mr. Percy William 0 17.00 73.5000 NA NA NA NA
1105 0 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test Howard, Mrs. Benjamin (Ellen Truelove Arman) 0 60.00 26.0000 NA NA NA NA
1106 0 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test Andersson, Miss. Ida Augusta Margareta 0 38.00 7.7750 NA NA NA NA
1107 0 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 S titanic_test Head, Mr. Christopher 0 42.00 42.5000 NA NA NA NA
1108 0 3 Mahon, Miss. Bridget Delia female 20.00 0 0 330924 7.8792 Q titanic_test Mahon, Miss. Bridget Delia 0 20.00 7.8792 NA NA NA NA
1109 0 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test Wick, Mr. George Dennick 0 57.00 164.8667 NA NA NA NA
1110 1 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C titanic_test Widener, Mrs. George Dunton (Eleanor Elkins) 1 50.00 211.5000 NA NA NA NA
1111 0 3 Thomson, Mr. Alexander Morrison male 36.00 0 0 32302 8.0500 S titanic_test Thomson, Mr. Alexander Morrison 0 36.00 8.0500 NA NA NA NA
1112 1 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test Duran y More, Miss. Florentina 1 30.00 13.8583 NA NA NA NA
1113 0 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test Reynolds, Mr. Harold J 0 21.00 8.0500 NA NA NA NA
1114 1 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 S titanic_test Cook, Mrs. (Selena Rogers) 1 22.00 10.5000 NA NA NA NA
1115 1 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test Karlsson, Mr. Einar Gervasius 1 21.00 7.7958 NA NA NA NA
1116 1 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test Candee, Mrs. Edward (Helen Churchill Hungerford) 1 53.00 27.4458 NA NA NA NA
1117 1 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female 25.00 0 2 2661 15.2458 C titanic_test Moubarek, Mrs. George (Omine Amenia” Alexander)” 1 25.00 15.2458 NA NA NA NA
1118 1 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test Asplund, Mr. Johan Charles 1 23.00 7.7958 NA NA NA NA
1119 0 3 McNeill, Miss. Bridget female 32.00 0 0 370368 7.7500 Q titanic_test McNeill, Miss. Bridget 0 32.00 7.7500 NA NA NA NA
1120 0 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test Everett, Mr. Thomas James 0 40.50 15.1000 NA NA NA NA
1121 0 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test Hocking, Mr. Samuel James Metcalfe 0 36.00 13.0000 NA NA NA NA
1122 0 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test Sweet, Mr. George Frederick 0 14.00 65.0000 NA NA NA NA
1123 1 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test Willard, Miss. Constance 1 21.00 26.5500 NA NA NA NA
1124 0 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test Wiklund, Mr. Karl Johan 0 21.00 6.4958 NA NA NA NA
1125 0 3 Linehan, Mr. Michael male 21.00 0 0 330971 7.8792 Q titanic_test Linehan, Mr. Michael 0 21.00 7.8792 NA NA NA NA
1126 0 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C titanic_test Cumings, Mr. John Bradley 0 39.00 71.2833 NA NA NA NA
1127 0 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test Vendel, Mr. Olof Edvin 0 20.00 7.8542 NA NA NA NA
1128 0 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 C titanic_test Warren, Mr. Frank Manley 0 64.00 75.2500 NA NA NA NA
1129 0 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test Baccos, Mr. Raffull 0 20.00 7.2250 NA NA NA NA
1130 0 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test Hiltunen, Miss. Marta 0 18.00 13.0000 NA NA NA NA
1131 1 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C titanic_test Douglas, Mrs. Walter Donald (Mahala Dutton) 1 48.00 106.4250 NA NA NA NA
1132 1 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test Lindstrom, Mrs. Carl Johan (Sigrid Posse) 1 55.00 27.7208 NA NA NA NA
1133 1 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test Christy, Mrs. (Alice Frances) 1 45.00 30.0000 NA NA NA NA
1134 1 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 C titanic_test Spedden, Mr. Frederic Oakley 1 45.00 134.5000 NA NA NA NA
1135 1 3 Hyman, Mr. Abraham male 34.00 0 0 3470 7.8875 S titanic_test Hyman, Mr. Abraham 1 34.00 7.8875 NA NA NA NA
1136 0 3 Johnston, Master. William Arthur Willie”” male 8.00 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Master. William Arthur Willie”” 0 8.00 23.4500 NA NA NA NA
1137 0 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 S titanic_test Kenyon, Mr. Frederick R 0 41.00 51.8625 NA NA NA NA
1138 0 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test Karnes, Mrs. J Frank (Claire Bennett) 0 22.00 21.0000 NA NA NA NA
1139 0 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test Drew, Mr. James Vivian 0 42.00 32.5000 NA NA NA NA
1140 1 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test Hold, Mrs. Stephen (Annie Margaret Hill) 1 29.00 26.0000 NA NA NA NA
1141 1 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female 20.00 1 0 2660 14.4542 C titanic_test Khalil, Mrs. Betros (Zahie Maria” Elias)” 1 20.00 14.4542 NA NA NA NA
1142 1 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test West, Miss. Barbara J 1 0.92 27.7500 NA NA NA NA
1143 1 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test Abrahamsson, Mr. Abraham August Johannes 1 20.00 7.9250 NA NA NA NA
1144 0 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C titanic_test Clark, Mr. Walter Miller 0 27.00 136.7792 NA NA NA NA
1145 0 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test Salander, Mr. Karl Johan 0 24.00 9.3250 NA NA NA NA
1146 0 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test Wenzel, Mr. Linhart 0 32.50 9.5000 NA NA NA NA
1147 0 3 MacKay, Mr. George William male 20.00 0 0 C.A. 42795 7.5500 S titanic_test MacKay, Mr. George William 0 20.00 7.5500 NA NA NA NA
1148 0 3 Mahon, Mr. John male 22.00 0 0 AQ/4 3130 7.7500 Q titanic_test Mahon, Mr. John 0 22.00 7.7500 NA NA NA NA
1149 0 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test Niklasson, Mr. Samuel 0 28.00 8.0500 NA NA NA NA
1150 1 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test Bentham, Miss. Lilian W 1 19.00 13.0000 NA NA NA NA
1151 1 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test Midtsjo, Mr. Karl Albert 1 21.00 7.7750 NA NA NA NA
1152 1 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test de Messemaeker, Mr. Guillaume Joseph 1 36.50 17.4000 NA NA NA NA
1153 0 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test Nilsson, Mr. August Ferdinand 0 21.00 7.8542 NA NA NA NA
1154 1 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” 1 29.00 23.0000 NA NA NA NA
1155 0 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test Klasen, Miss. Gertrud Emilia 0 1.00 12.1833 NA NA NA NA
1156 1 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test Portaluppi, Mr. Emilio Ilario Giuseppe 1 30.00 12.7375 NA NA NA NA
1157 0 3 Lyntakoff, Mr. Stanko male 44.00 0 0 349235 7.8958 S titanic_test Lyntakoff, Mr. Stanko 0 44.00 7.8958 NA NA NA NA
1158 0 1 Chisholm, Mr. Roderick Robert Crispin male 43.00 0 0 112051 0.0000 S titanic_test Chisholm, Mr. Roderick Robert Crispin 0 43.00 0.0000 NA NA NA NA
1159 0 3 Warren, Mr. Charles William male 31.00 0 0 C.A. 49867 7.5500 S titanic_test Warren, Mr. Charles William 0 31.00 7.5500 NA NA NA NA
1160 1 3 Howard, Miss. May Elizabeth female 26.00 0 0 A. 2. 39186 8.0500 S titanic_test Howard, Miss. May Elizabeth 1 26.00 8.0500 NA NA NA NA
1161 0 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test Pokrnic, Mr. Mate 0 17.00 8.6625 NA NA NA NA
1162 0 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C titanic_test McCaffry, Mr. Thomas Francis 0 46.00 75.2417 NA NA NA NA
1163 0 3 Fox, Mr. Patrick male 28.00 0 0 368573 7.7500 Q titanic_test Fox, Mr. Patrick 0 28.00 7.7500 NA NA NA NA
1164 1 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C titanic_test Clark, Mrs. Walter Miller (Virginia McDowell) 1 26.00 136.7792 NA NA NA NA
1165 1 3 Lennon, Miss. Mary female 18.00 1 0 370371 15.5000 Q titanic_test Lennon, Miss. Mary 1 18.00 15.5000 NA NA NA NA
1166 0 3 Saade, Mr. Jean Nassr male 20.00 0 0 2676 7.2250 C titanic_test Saade, Mr. Jean Nassr 0 20.00 7.2250 NA NA NA NA
1167 1 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test Bryhl, Miss. Dagmar Jenny Ingeborg 1 20.00 26.0000 NA NA NA NA
1168 0 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test Parker, Mr. Clifford Richard 0 28.00 10.5000 NA NA NA NA
1169 0 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test Faunthorpe, Mr. Harry 0 40.00 26.0000 NA NA NA NA
1170 0 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test Ware, Mr. John James 0 30.00 21.0000 NA NA NA NA
1171 1 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test Oxenham, Mr. Percy Thomas 1 22.00 10.5000 NA NA NA NA
1172 0 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test Oreskovic, Miss. Jelka 0 23.00 8.6625 NA NA NA NA
1173 0 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Master. Alfred Edward 0 0.75 13.7750 NA NA NA NA
1174 0 3 Fleming, Miss. Honora female 22.00 0 0 364859 7.7500 Q titanic_test Fleming, Miss. Honora 0 22.00 7.7500 NA NA NA NA
1175 1 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test Touma, Miss. Maria Youssef 1 9.00 15.2458 NA NA NA NA
1176 0 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test Rosblom, Miss. Salli Helena 0 2.00 20.2125 NA NA NA NA
1177 0 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test Dennis, Mr. William 0 36.00 7.2500 NA NA NA NA
1178 0 3 Franklin, Mr. Charles (Charles Fardon) male 46.00 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test Franklin, Mr. Charles (Charles Fardon) 0 46.00 7.2500 NA NA NA NA
1179 1 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 S titanic_test Snyder, Mr. John Pillsbury 1 24.00 82.2667 NA NA NA NA
1180 0 3 Mardirosian, Mr. Sarkis male 25.00 0 0 2655 7.2292 C titanic_test Mardirosian, Mr. Sarkis 0 25.00 7.2292 NA NA NA NA
1181 0 3 Ford, Mr. Arthur male 23.00 0 0 A/5 1478 8.0500 S titanic_test Ford, Mr. Arthur 0 23.00 8.0500 NA NA NA NA
1182 1 1 Rheims, Mr. George Alexander Lucien male 33.00 0 0 PC 17607 39.6000 S titanic_test Rheims, Mr. George Alexander Lucien 1 33.00 39.6000 NA NA NA NA
1183 1 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test Daly, Miss. Margaret Marcella Maggie”” 1 30.00 6.9500 NA NA NA NA
1184 0 3 Nasr, Mr. Mustafa male 20.00 0 0 2652 7.2292 C titanic_test Nasr, Mr. Mustafa 0 20.00 7.2292 NA NA NA NA
1185 1 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 S titanic_test Dodge, Dr. Washington 1 53.00 81.8583 NA NA NA NA
1186 0 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test Wittevrongel, Mr. Camille 0 36.00 9.5000 NA NA NA NA
1187 0 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test Angheloff, Mr. Minko 0 26.00 7.8958 NA NA NA NA
1188 1 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test Laroche, Miss. Louise 1 1.00 41.5792 NA NA NA NA
1189 0 3 Samaan, Mr. Hanna male 40.00 2 0 2662 21.6792 C titanic_test Samaan, Mr. Hanna 0 40.00 21.6792 NA NA NA NA
1190 0 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test Loring, Mr. Joseph Holland 0 30.00 45.5000 NA NA NA NA
1191 0 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test Johansson, Mr. Nils 0 29.00 7.8542 NA NA NA NA
1192 1 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test Olsson, Mr. Oscar Wilhelm 1 32.00 7.7750 NA NA NA NA
1193 0 2 Malachard, Mr. Noel male 25.00 0 0 237735 15.0458 C titanic_test Malachard, Mr. Noel 0 25.00 15.0458 NA NA NA NA
1194 0 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Mr. Escott Robert 0 43.00 21.0000 NA NA NA NA
1195 0 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test Pokrnic, Mr. Tome 0 24.00 8.6625 NA NA NA NA
1196 1 3 McCarthy, Miss. Catherine Katie”” female 24.00 0 0 383123 7.7500 Q titanic_test McCarthy, Miss. Catherine Katie”” 1 24.00 7.7500 NA NA NA NA
1197 1 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 S titanic_test Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) 1 64.00 26.5500 NA NA NA NA
1198 0 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 S titanic_test Allison, Mr. Hudson Joshua Creighton 0 30.00 151.5500 NA NA NA NA
1199 1 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test Aks, Master. Philip Frank 1 0.83 9.3500 NA NA NA NA
1200 0 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 S titanic_test Hays, Mr. Charles Melville 0 55.00 93.5000 NA NA NA NA
1201 1 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test Hansen, Mrs. Claus Peter (Jennie L Howard) 1 45.00 14.1083 NA NA NA NA
1202 0 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test Cacic, Mr. Jego Grga 0 18.00 8.6625 NA NA NA NA
1203 1 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test Vartanian, Mr. David 1 22.00 7.2250 NA NA NA NA
1204 0 3 Sadowitz, Mr. Harry male 16.00 0 0 LP 1588 7.5750 S titanic_test Sadowitz, Mr. Harry 0 16.00 7.5750 NA NA NA NA
1205 0 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test Carr, Miss. Jeannie 0 37.00 7.7500 NA NA NA NA
1206 1 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C titanic_test White, Mrs. John Stuart (Ella Holmes) 1 55.00 135.6333 NA NA NA NA
1207 0 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test Hagardon, Miss. Kate 0 17.00 7.7333 NA NA NA NA
1208 0 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 C titanic_test Spencer, Mr. William Augustus 0 57.00 146.5208 NA NA NA NA
1209 0 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test Rogers, Mr. Reginald Harry 0 19.00 10.5000 NA NA NA NA
1210 0 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test Jonsson, Mr. Nils Hilding 0 27.00 7.8542 NA NA NA NA
1211 0 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Ernest Wilfred 0 22.00 31.5000 NA NA NA NA
1212 0 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test Andersson, Mr. Johan Samuel 0 26.00 7.7750 NA NA NA NA
1213 0 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 C titanic_test Krekorian, Mr. Neshan 0 25.00 7.2292 NA NA NA NA
1214 0 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 S titanic_test Nesson, Mr. Israel 0 26.00 13.0000 NA NA NA NA
1215 0 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test Rowe, Mr. Alfred G 0 33.00 26.5500 NA NA NA NA
1216 1 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test Kreuchen, Miss. Emilie 1 39.00 211.3375 NA NA NA NA
1217 0 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test Assam, Mr. Ali 0 23.00 7.0500 NA NA NA NA
1218 1 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 S titanic_test Becker, Miss. Ruth Elizabeth 1 12.00 39.0000 NA NA NA NA
1219 0 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test Rosenshine, Mr. George (Mr George Thorne”)” 0 46.00 79.2000 NA NA NA NA
1220 0 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test Clarke, Mr. Charles Valentine 0 29.00 26.0000 NA NA NA NA
1221 0 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test Enander, Mr. Ingvar 0 21.00 13.0000 NA NA NA NA
1222 1 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) 1 48.00 36.7500 NA NA NA NA
1223 0 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 C titanic_test Dulles, Mr. William Crothers 0 39.00 29.7000 NA NA NA NA
1224 0 3 Thomas, Mr. Tannous male 16.00 0 0 2684 7.2250 C titanic_test Thomas, Mr. Tannous 0 16.00 7.2250 NA NA NA NA
1225 1 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test Nakid, Mrs. Said (Waika Mary” Mowad)” 1 19.00 15.7417 NA NA NA NA
1226 0 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test Cor, Mr. Ivan 0 27.00 7.8958 NA NA NA NA
1227 0 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 S titanic_test Maguire, Mr. John Edward 0 30.00 26.0000 NA NA NA NA
1228 0 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test de Brito, Mr. Jose Joaquim 0 32.00 13.0000 NA NA NA NA
1229 0 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test Elias, Mr. Joseph 0 39.00 7.2292 NA NA NA NA
1230 0 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test Denbury, Mr. Herbert 0 25.00 31.5000 NA NA NA NA
1231 0 3 Betros, Master. Seman male 10.00 0 0 2622 7.2292 C titanic_test Betros, Master. Seman 0 10.00 7.2292 NA NA NA NA
1232 0 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test Fillbrook, Mr. Joseph Charles 0 18.00 10.5000 NA NA NA NA
1233 1 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test Lundstrom, Mr. Thure Edvin 1 32.00 7.5792 NA NA NA NA
1234 0 3 Sage, Mr. John George male 44.00 1 9 CA. 2343 69.5500 S titanic_test Sage, Mr. John George 0 44.00 69.5500 NA NA NA NA
1235 1 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 C titanic_test Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) 1 58.00 512.3292 NA NA NA NA
1236 0 3 van Billiard, Master. James William male 10.00 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. James William 0 10.00 14.5000 NA NA NA NA
1237 1 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test Abelseth, Miss. Karen Marie 1 16.00 7.6500 NA NA NA NA
1238 0 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test Botsford, Mr. William Hull 0 26.00 13.0000 NA NA NA NA
1239 1 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test Whabee, Mrs. George Joseph (Shawneene Abi-Saab) 1 38.00 7.2292 NA NA NA NA
1240 0 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test Giles, Mr. Ralph 0 24.00 13.5000 NA NA NA NA
1241 1 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test Walcroft, Miss. Nellie 1 31.00 21.0000 NA NA NA NA
1242 1 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 C titanic_test Greenfield, Mrs. Leo David (Blanche Strouse) 1 45.00 63.3583 NA NA NA NA
1243 0 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test Stokes, Mr. Philip Joseph 0 25.00 10.5000 NA NA NA NA
1244 0 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test Dibden, Mr. William 0 18.00 73.5000 NA NA NA NA
1245 0 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test Herman, Mr. Samuel 0 49.00 65.0000 NA NA NA NA
1246 1 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test Dean, Miss. Elizabeth Gladys Millvina”” 1 0.17 20.5750 NA NA NA NA
1247 0 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 S titanic_test Julian, Mr. Henry Forbes 0 50.00 26.0000 NA NA NA NA
1248 1 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 S titanic_test Brown, Mrs. John Murray (Caroline Lane Lamson) 1 59.00 51.4792 NA NA NA NA
1249 0 3 Lockyer, Mr. Edward male 19.00 0 0 1222 7.8792 S titanic_test Lockyer, Mr. Edward 0 19.00 7.8792 NA NA NA NA
1250 0 3 O’Keefe, Mr. Patrick male 21.00 0 0 368402 7.7500 Q titanic_test O’Keefe, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1251 0 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) 0 30.00 15.5500 NA NA NA NA
1252 0 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test Sage, Master. William Henry 0 14.50 69.5500 NA NA NA NA
1253 1 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test Mallet, Mrs. Albert (Antoinette Magnin) 1 24.00 37.0042 NA NA NA NA
1254 1 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test Ware, Mrs. John James (Florence Louise Long) 1 31.00 21.0000 NA NA NA NA
1255 0 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test Strilic, Mr. Ivan 0 27.00 8.6625 NA NA NA NA
1256 1 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 C titanic_test Harder, Mrs. George Achilles (Dorothy Annan) 1 25.00 55.4417 NA NA NA NA
1257 0 3 Sage, Mrs. John (Annie Bullen) female 44.00 1 9 CA. 2343 69.5500 S titanic_test Sage, Mrs. John (Annie Bullen) 0 44.00 69.5500 NA NA NA NA
1258 0 3 Caram, Mr. Joseph male 28.00 1 0 2689 14.4583 C titanic_test Caram, Mr. Joseph 0 28.00 14.4583 NA NA NA NA
1259 0 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test Riihivouri, Miss. Susanna Juhantytar Sanni”” 0 22.00 39.6875 NA NA NA NA
1260 1 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test Gibson, Mrs. Leonard (Pauline C Boeson) 1 45.00 59.4000 NA NA NA NA
1261 1 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test Pallas y Castello, Mr. Emilio 1 29.00 13.8583 NA NA NA NA
1262 0 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test Giles, Mr. Edgar 0 21.00 11.5000 NA NA NA NA
1263 1 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 C titanic_test Wilson, Miss. Helen Alice 1 31.00 134.5000 NA NA NA NA
1264 1 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 S titanic_test Ismay, Mr. Joseph Bruce 1 49.00 0.0000 NA NA NA NA
1265 0 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test Harbeck, Mr. William H 0 44.00 13.0000 NA NA NA NA
1266 1 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 S titanic_test Dodge, Mrs. Washington (Ruth Vidaver) 1 54.00 81.8583 NA NA NA NA
1267 1 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test Bowen, Miss. Grace Scott 1 45.00 262.3750 NA NA NA NA
1268 0 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test Kink, Miss. Maria 0 22.00 8.6625 NA NA NA NA
1269 0 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test Cotterill, Mr. Henry Harry”” 0 21.00 11.5000 NA NA NA NA
1270 0 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 S titanic_test Hipkins, Mr. William Edward 0 55.00 50.0000 NA NA NA NA
1271 0 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Carl Edgar 0 5.00 31.3875 NA NA NA NA
1272 0 3 O’Connor, Mr. Patrick male 23.00 0 0 366713 7.7500 Q titanic_test O’Connor, Mr. Patrick 0 23.00 7.7500 NA NA NA NA
1273 0 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test Foley, Mr. Joseph 0 26.00 7.8792 NA NA NA NA
1274 0 3 Risien, Mrs. Samuel (Emma) female 64.00 0 0 364498 14.5000 S titanic_test Risien, Mrs. Samuel (Emma) 0 64.00 14.5000 NA NA NA NA
1275 0 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test McNamee, Mrs. Neal (Eileen O’Leary) 0 19.00 16.1000 NA NA NA NA
1276 0 2 Wheeler, Mr. Edwin Frederick”” male 26.00 0 0 SC/PARIS 2159 12.8750 S titanic_test Wheeler, Mr. Edwin Frederick”” 0 26.00 12.8750 NA NA NA NA
1277 1 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test Herman, Miss. Kate 1 24.00 65.0000 NA NA NA NA
1278 0 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test Aronsson, Mr. Ernst Axel Algot 0 24.00 7.7750 NA NA NA NA
1279 0 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test Ashby, Mr. John 0 57.00 13.0000 NA NA NA NA
1280 0 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test Canavan, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1281 0 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test Palsson, Master. Paul Folke 0 6.00 21.0750 NA NA NA NA
1282 0 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 S titanic_test Payne, Mr. Vivian Ponsonby 0 23.00 93.5000 NA NA NA NA
1283 1 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 S titanic_test Lines, Mrs. Ernest H (Elizabeth Lindsey James) 1 51.00 39.4000 NA NA NA NA
1284 0 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test Abbott, Master. Eugene Joseph 0 13.00 20.2500 NA NA NA NA
1285 0 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test Gilbert, Mr. William 0 47.00 10.5000 NA NA NA NA
1286 1 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test Kink-Heilmann, Mr. Anton 1 29.00 22.0250 NA NA NA NA
1287 1 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 S titanic_test Smith, Mrs. Lucien Philip (Mary Eloise Hughes) 1 18.00 60.0000 NA NA NA NA
1288 0 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test Colbert, Mr. Patrick 0 24.00 7.2500 NA NA NA NA
1289 1 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 C titanic_test Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) 1 48.00 79.2000 NA NA NA NA
1290 0 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test Larsson-Rondberg, Mr. Edvard A 0 22.00 7.7750 NA NA NA NA
1291 0 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test Conlon, Mr. Thomas Henry 0 31.00 7.7333 NA NA NA NA
1292 1 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 S titanic_test Bonnell, Miss. Caroline 1 30.00 164.8667 NA NA NA NA
1293 0 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test Gale, Mr. Harry 0 38.00 21.0000 NA NA NA NA
1294 1 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test Gibson, Miss. Dorothy Winifred 1 22.00 59.4000 NA NA NA NA
1295 0 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test Carrau, Mr. Jose Pedro 0 17.00 47.1000 NA NA NA NA
1296 1 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 C titanic_test Frauenthal, Mr. Isaac Gerald 1 43.00 27.7208 NA NA NA NA
1297 1 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 C titanic_test Nourney, Mr. Alfred (Baron von Drachstedt”)” 1 20.00 13.8625 NA NA NA NA
1298 0 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test Ware, Mr. William Jeffery 0 23.00 10.5000 NA NA NA NA
1299 0 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C titanic_test Widener, Mr. George Dunton 0 50.00 211.5000 NA NA NA NA
1300 1 3 Riordan, Miss. Johanna Hannah”” female 21.00 0 0 334915 7.7208 Q titanic_test Riordan, Miss. Johanna Hannah”” 1 21.00 7.7208 NA NA NA NA
1301 0 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Miss. Treasteall 0 3.00 13.7750 NA NA NA NA
1302 0 3 Naughton, Miss. Hannah female 21.00 0 0 365237 7.7500 Q titanic_test Naughton, Miss. Hannah 0 21.00 7.7500 NA NA NA NA
1303 1 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 Q titanic_test Minahan, Mrs. William Edward (Lillian E Thorpe) 1 37.00 90.0000 NA NA NA NA
1304 0 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test Henriksson, Miss. Jenny Lovisa 0 28.00 7.7750 NA NA NA NA
1305 0 3 Spector, Mr. Woolf male 23.00 0 0 A.5. 3236 8.0500 S titanic_test Spector, Mr. Woolf 0 23.00 8.0500 NA NA NA NA
1306 1 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C titanic_test Oliva y Ocana, Dona. Fermina 1 39.00 108.9000 NA NA NA NA
1307 0 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test Saether, Mr. Simon Sivertsen 0 38.50 7.2500 NA NA NA NA
1308 0 3 Ware, Mr. Frederick male 35.00 0 0 359309 8.0500 S titanic_test Ware, Mr. Frederick 0 35.00 8.0500 NA NA NA NA
1309 1 3 Peter, Master. Michael J male 4.00 1 1 2668 22.3583 C titanic_test Peter, Master. Michael J 1 4.00 22.3583 NA NA NA NA

5.3.5 Embarked Preparation

จัดการค่า Missing Value ด้วยแทนเป็น NA ก่อนแล้วแทนค่า NA ด้วยค่าใน Embarked_Train ทีหลัง

prep_survived_age_fare_cabin$Embarked[prep_survived_age_fare_cabin$Embarked == ""] <- NA # เบื้องแทนค่า Missing Value ด้วย NA ในคอลัมน์ Embarked

prep_survived_age_fare_cabin_embarked <- prep_survived_age_fare_cabin |>
  mutate(
    Embarked = coalesce(Embarked, Embarked_Train) # แทนค่า NA ในคอลัมน์ Embarked ด้วย Embarked_Train
  )

prep_survived_age_fare_cabin_embarked |> styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 20 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S titanic_train NA NA NA NA NA NA NA NA
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C titanic_train NA NA NA NA NA NA NA NA
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S titanic_train NA NA NA NA NA NA NA NA
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 S titanic_train NA NA NA NA NA NA NA NA
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S titanic_train NA NA NA NA NA NA NA NA
6 0 3 Moran, Mr. James male 28.00 0 0 330877 8.4583 Q titanic_train NA NA NA NA Moran, Mr. James 0 28 Q
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.8625 S titanic_train NA NA NA NA NA NA NA NA
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 S titanic_train NA NA NA NA NA NA NA NA
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 S titanic_train NA NA NA NA NA NA NA NA
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S titanic_train NA NA NA NA NA NA NA NA
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S titanic_train NA NA NA NA NA NA NA NA
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S titanic_train NA NA NA NA NA NA NA NA
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
18 1 2 Williams, Mr. Charles Eugene male 23.00 0 0 244373 13.0000 S titanic_train NA NA NA NA Williams, Mr. Charles Eugene 1 23 S
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S titanic_train NA NA NA NA NA NA NA NA
20 1 3 Masselmani, Mrs. Fatima female 22.00 0 0 2649 7.2250 C titanic_train NA NA NA NA Masselmani, Mrs. Fatima 1 22 C
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 S titanic_train NA NA NA NA NA NA NA NA
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q titanic_train NA NA NA NA NA NA NA NA
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 S titanic_train NA NA NA NA NA NA NA NA
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
27 0 3 Emir, Mr. Farred Chehab male 26.00 0 0 2631 7.2250 C titanic_train NA NA NA NA Emir, Mr. Farred Chehab 0 26 C
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female 22.00 0 0 330959 7.8792 Q titanic_train NA NA NA NA O’Dwyer, Miss. Ellen “Nellie” 1 22 Q
30 0 3 Todoroff, Mr. Lalio male 23.00 0 0 349216 7.8958 S titanic_train NA NA NA NA Todoroff, Mr. Lalio 0 23 S
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C titanic_train NA NA NA NA NA NA NA NA
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female 48.00 1 0 PC 17569 146.5208 C titanic_train NA NA NA NA Spencer, Mrs. William Augustus (Marie Eugenie) 1 48 C
33 1 3 Glynn, Miss. Mary Agatha female 18.00 0 0 335677 7.7500 Q titanic_train NA NA NA NA Glynn, Miss. Mary Agatha 1 18 Q
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S titanic_train NA NA NA NA NA NA NA NA
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA NA NA NA NA
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
37 1 3 Mamee, Mr. Hanna male 20.00 0 0 2677 7.2292 C titanic_train NA NA NA NA Mamee, Mr. Hanna 1 20 C
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.0500 S titanic_train NA NA NA NA NA NA NA NA
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S titanic_train NA NA NA NA NA NA NA NA
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
43 0 3 Kraeff, Mr. Theodor male 28.00 0 0 349253 7.8958 C titanic_train NA NA NA NA Kraeff, Mr. Theodor 0 NA C
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
45 1 3 Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q titanic_train NA NA NA NA NA NA NA NA
46 0 3 Rogers, Mr. William John male 30.00 0 0 S.C./A.4. 23567 8.0500 S titanic_train NA NA NA NA Rogers, Mr. William John 0 30 S
47 0 3 Lennon, Mr. Denis male 20.00 1 0 370371 15.5000 Q titanic_train NA NA NA NA Lennon, Mr. Denis 0 20 Q
48 1 3 O’Driscoll, Miss. Bridget female 27.00 0 0 14311 7.7500 Q titanic_train NA NA NA NA O’Driscoll, Miss. Bridget 1 27 Q
49 0 3 Samaan, Mr. Youssef male 16.00 2 0 2662 21.6792 C titanic_train NA NA NA NA Samaan, Mr. Youssef 0 16 C
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 1 0 349237 17.8000 S titanic_train NA NA NA NA NA NA NA NA
51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.8000 S titanic_train NA NA NA NA NA NA NA NA
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 C titanic_train NA NA NA NA NA NA NA NA
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S titanic_train NA NA NA NA NA NA NA NA
55 0 1 Ostby, Mr. Engelhart Cornelius male 65.00 0 1 113509 61.9792 C titanic_train NA NA NA NA NA NA NA NA
56 1 1 Woolner, Mr. Hugh male 45.00 0 0 19947 35.5000 S titanic_train NA NA NA NA Woolner, Mr. Hugh 1 45 S
57 1 2 Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.5000 S titanic_train NA NA NA NA NA NA NA NA
58 0 3 Novel, Mr. Mansouer male 28.50 0 0 2697 7.2292 C titanic_train NA NA NA NA NA NA NA NA
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
61 0 3 Sirayanian, Mr. Orsen male 22.00 0 0 2669 7.2292 C titanic_train NA NA NA NA NA NA NA NA
62 1 1 Icard, Miss. Amelie female 38.00 0 0 113572 80.0000 S titanic_train NA NA NA NA Icard, Miss. Amelie 1 38 S
63 0 1 Harris, Mr. Henry Birkhardt male 45.00 1 0 36973 83.4750 S titanic_train NA NA NA NA NA NA NA NA
64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
65 0 1 Stewart, Mr. Albert A male 64.00 0 0 PC 17605 27.7208 C titanic_train NA NA NA NA Stewart, Mr. Albert A 0 64 C
66 1 3 Moubarek, Master. Gerios male 7.00 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Gerios 1 7 C
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 S titanic_train NA NA NA NA NA NA NA NA
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.1583 S titanic_train NA NA NA NA NA NA NA NA
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S titanic_train NA NA NA NA NA NA NA NA
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.6625 S titanic_train NA NA NA NA NA NA NA NA
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.5000 S titanic_train NA NA NA NA NA NA NA NA
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
74 0 3 Chronopoulos, Mr. Apostolos male 26.00 1 0 2680 14.4542 C titanic_train NA NA NA NA NA NA NA NA
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.6500 S titanic_train NA NA NA NA NA NA NA NA
77 0 3 Staneff, Mr. Ivan male 23.00 0 0 349208 7.8958 S titanic_train NA NA NA NA Staneff, Mr. Ivan 0 23 S
78 0 3 Moutal, Mr. Rahamin Haim male 28.00 0 0 374746 8.0500 S titanic_train NA NA NA NA Moutal, Mr. Rahamin Haim 0 28 S
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
80 1 3 Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.4750 S titanic_train NA NA NA NA NA NA NA NA
81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.0000 S titanic_train NA NA NA NA NA NA NA NA
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S titanic_train NA NA NA NA NA NA NA NA
83 1 3 McDermott, Miss. Brigdet Delia female 31.00 0 0 330932 7.7875 Q titanic_train NA NA NA NA McDermott, Miss. Brigdet Delia 1 31 Q
84 0 1 Carrau, Mr. Francisco M male 28.00 0 0 113059 47.1000 S titanic_train NA NA NA NA NA NA NA NA
85 1 2 Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.5000 S titanic_train NA NA NA NA NA NA NA NA
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
88 0 3 Slocovski, Mr. Selman Francis male 20.00 0 0 SOTON/OQ 392086 8.0500 S titanic_train NA NA NA NA Slocovski, Mr. Selman Francis 0 20 S
89 1 1 Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
90 0 3 Celotti, Mr. Francesco male 24.00 0 0 343275 8.0500 S titanic_train NA NA NA NA NA NA NA NA
91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.0500 S titanic_train NA NA NA NA NA NA NA NA
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.8542 S titanic_train NA NA NA NA NA NA NA NA
93 0 1 Chaffee, Mr. Herbert Fuller male 46.00 1 0 W.E.P. 5734 61.1750 S titanic_train NA NA NA NA NA NA NA NA
94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.2500 S titanic_train NA NA NA NA NA NA NA NA
96 0 3 Shorney, Mr. Charles Joseph male 22.00 0 0 374910 8.0500 S titanic_train NA NA NA NA Shorney, Mr. Charles Joseph 0 22 S
97 0 1 Goldschmidt, Mr. George B male 71.00 0 0 PC 17754 34.6542 C titanic_train NA NA NA NA NA NA NA NA
98 1 1 Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 C titanic_train NA NA NA NA NA NA NA NA
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.0000 S titanic_train NA NA NA NA NA NA NA NA
100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
101 0 3 Petranec, Miss. Matilda female 28.00 0 0 349245 7.8958 S titanic_train NA NA NA NA NA NA NA NA
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male 29.00 0 0 349215 7.8958 S titanic_train NA NA NA NA Petroff, Mr. Pastcho (“Pentcho”) 0 29 S
103 0 1 White, Mr. Richard Frasar male 21.00 0 1 35281 77.2875 S titanic_train NA NA NA NA NA NA NA NA
104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.6542 S titanic_train NA NA NA NA NA NA NA NA
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.9250 S titanic_train NA NA NA NA NA NA NA NA
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.8958 S titanic_train NA NA NA NA NA NA NA NA
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S titanic_train NA NA NA NA NA NA NA NA
108 1 3 Moss, Mr. Albert Johan male 29.00 0 0 312991 7.7750 S titanic_train NA NA NA NA Moss, Mr. Albert Johan 1 29 S
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.8958 S titanic_train NA NA NA NA NA NA NA NA
110 1 3 Moran, Miss. Bertha female 28.00 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Miss. Bertha 1 28 Q
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.0000 S titanic_train NA NA NA NA NA NA NA NA
112 0 3 Zabour, Miss. Hileni female 14.50 1 0 2665 14.4542 C titanic_train NA NA NA NA NA NA NA NA
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.0500 S titanic_train NA NA NA NA NA NA NA NA
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.8250 S titanic_train NA NA NA NA NA NA NA NA
115 0 3 Attalah, Miss. Malake female 17.00 0 0 2627 14.4583 C titanic_train NA NA NA NA NA NA NA NA
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.9250 S titanic_train NA NA NA NA NA NA NA NA
117 0 3 Connors, Mr. Patrick male 70.50 0 0 370369 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.0000 S titanic_train NA NA NA NA NA NA NA NA
119 0 1 Baxter, Mr. Quigg Edmond male 24.00 0 1 PC 17558 247.5208 C titanic_train NA NA NA NA NA NA NA NA
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
122 0 3 Moore, Mr. Leonard Charles male 19.00 0 0 A4. 54510 8.0500 S titanic_train NA NA NA NA Moore, Mr. Leonard Charles 0 19 S
123 0 2 Nasser, Mr. Nicholas male 32.50 1 0 237736 30.0708 C titanic_train NA NA NA NA NA NA NA NA
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.0000 S titanic_train NA NA NA NA NA NA NA NA
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.2875 S titanic_train NA NA NA NA NA NA NA NA
126 1 3 Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C titanic_train NA NA NA NA NA NA NA NA
127 0 3 McMahon, Mr. Martin male 19.00 0 0 370372 7.7500 Q titanic_train NA NA NA NA McMahon, Mr. Martin 0 19 Q
128 1 3 Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.1417 S titanic_train NA NA NA NA NA NA NA NA
129 1 3 Peter, Miss. Anna female 2.00 1 1 2668 22.3583 C titanic_train NA NA NA NA Peter, Miss. Anna 1 2 C
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.9750 S titanic_train NA NA NA NA NA NA NA NA
131 0 3 Drazenoic, Mr. Jozef male 33.00 0 0 349241 7.8958 C titanic_train NA NA NA NA NA NA NA NA
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S titanic_train NA NA NA NA NA NA NA NA
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.5000 S titanic_train NA NA NA NA NA NA NA NA
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S titanic_train NA NA NA NA NA NA NA NA
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.0000 S titanic_train NA NA NA NA NA NA NA NA
136 0 2 Richard, Mr. Emile male 23.00 0 0 SC/PARIS 2133 15.0458 C titanic_train NA NA NA NA NA NA NA NA
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 S titanic_train NA NA NA NA NA NA NA NA
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.1000 S titanic_train NA NA NA NA NA NA NA NA
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.2167 S titanic_train NA NA NA NA NA NA NA NA
140 0 1 Giglio, Mr. Victor male 24.00 0 0 PC 17593 79.2000 C titanic_train NA NA NA NA NA NA NA NA
141 0 3 Boulos, Mrs. Joseph (Sultana) female 40.00 0 2 2678 15.2458 C titanic_train NA NA NA NA Boulos, Mrs. Joseph (Sultana) 0 40 C
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S titanic_train NA NA NA NA NA NA NA NA
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
144 0 3 Burke, Mr. Jeremiah male 19.00 0 0 365222 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.5000 S titanic_train NA NA NA NA NA NA NA NA
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S titanic_train NA NA NA NA NA NA NA NA
148 0 3 Ford, Miss. Robina Maggie “Ruby” female 9.00 2 2 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.0000 S titanic_train NA NA NA NA NA NA NA NA
150 0 2 Byles, Rev. Thomas Roussel Davids male 42.00 0 0 244310 13.0000 S titanic_train NA NA NA NA NA NA NA NA
151 0 2 Bateman, Rev. Robert James male 51.00 0 0 S.O.P. 1166 12.5250 S titanic_train NA NA NA NA NA NA NA NA
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.6000 S titanic_train NA NA NA NA NA NA NA NA
153 0 3 Meo, Mr. Alfonzo male 55.50 0 0 A.5. 11206 8.0500 S titanic_train NA NA NA NA NA NA NA NA
154 0 3 van Billiard, Mr. Austin Blyler male 40.50 0 2 A/5. 851 14.5000 S titanic_train NA NA NA NA NA NA NA NA
155 0 3 Olsen, Mr. Ole Martin male 27.00 0 0 Fa 265302 7.3125 S titanic_train NA NA NA NA Olsen, Mr. Ole Martin 0 27 S
156 0 1 Williams, Mr. Charles Duane male 51.00 0 1 PC 17597 61.3792 C titanic_train NA NA NA NA NA NA NA NA
157 1 3 Gilnagh, Miss. Katherine “Katie” female 16.00 0 0 35851 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
158 0 3 Corn, Mr. Harry male 30.00 0 0 SOTON/OQ 392090 8.0500 S titanic_train NA NA NA NA NA NA NA NA
159 0 3 Smiljanic, Mr. Mile male 37.00 0 0 315037 8.6625 S titanic_train NA NA NA NA Smiljanic, Mr. Mile 0 37 S
160 0 3 Sage, Master. Thomas Henry male 5.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Master. Thomas Henry 0 5 S
161 0 3 Cribb, Mr. John Hatfield male 44.00 0 1 371362 16.1000 S titanic_train NA NA NA NA NA NA NA NA
162 1 2 Watt, Mrs. James (Elizabeth “Bessie” Inglis Milne) female 40.00 0 0 C.A. 33595 15.7500 S titanic_train NA NA NA NA NA NA NA NA
163 0 3 Bengtsson, Mr. John Viktor male 26.00 0 0 347068 7.7750 S titanic_train NA NA NA NA NA NA NA NA
164 0 3 Calic, Mr. Jovo male 17.00 0 0 315093 8.6625 S titanic_train NA NA NA NA NA NA NA NA
165 0 3 Panula, Master. Eino Viljami male 1.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
166 1 3 Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female 48.00 0 1 113505 55.0000 S titanic_train NA NA NA NA Chibnall, Mrs. (Edith Martha Bowerman) 1 48 S
168 0 3 Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45.00 1 4 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
169 0 1 Baumann, Mr. John D male 48.00 0 0 PC 17318 25.9250 S titanic_train NA NA NA NA Baumann, Mr. John D 0 48 S
170 0 3 Ling, Mr. Lee male 28.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
171 0 1 Van der hoef, Mr. Wyckoff male 61.00 0 0 111240 33.5000 S titanic_train NA NA NA NA NA NA NA NA
172 0 3 Rice, Master. Arthur male 4.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
173 1 3 Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
174 0 3 Sivola, Mr. Antti Wilhelm male 21.00 0 0 STON/O 2. 3101280 7.9250 S titanic_train NA NA NA NA NA NA NA NA
175 0 1 Smith, Mr. James Clinch male 56.00 0 0 17764 30.6958 C titanic_train NA NA NA NA NA NA NA NA
176 0 3 Klasen, Mr. Klas Albin male 18.00 1 1 350404 7.8542 S titanic_train NA NA NA NA NA NA NA NA
177 0 3 Lefebre, Master. Henry Forbes male 50.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Master. Henry Forbes 0 50 S
178 0 1 Isham, Miss. Ann Elizabeth female 50.00 0 0 PC 17595 28.7125 C titanic_train NA NA NA NA NA NA NA NA
179 0 2 Hale, Mr. Reginald male 30.00 0 0 250653 13.0000 S titanic_train NA NA NA NA NA NA NA NA
180 0 3 Leonard, Mr. Lionel male 36.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
181 0 3 Sage, Miss. Constance Gladys female 7.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Constance Gladys 0 7 S
182 0 2 Pernot, Mr. Rene male 39.00 0 0 SC/PARIS 2131 15.0500 C titanic_train NA NA NA NA Pernot, Mr. Rene 0 39 C
183 0 3 Asplund, Master. Clarence Gustaf Hugo male 9.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
184 1 2 Becker, Master. Richard F male 1.00 2 1 230136 39.0000 S titanic_train NA NA NA NA NA NA NA NA
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.0250 S titanic_train NA NA NA NA NA NA NA NA
186 0 1 Rood, Mr. Hugh Roscoe male 39.00 0 0 113767 50.0000 S titanic_train NA NA NA NA Rood, Mr. Hugh Roscoe 0 39 S
187 1 3 O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) female 27.00 1 0 370365 15.5000 Q titanic_train NA NA NA NA O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) 1 27 Q
188 1 1 Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.5500 S titanic_train NA NA NA NA NA NA NA NA
189 0 3 Bourke, Mr. John male 40.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
190 0 3 Turcin, Mr. Stjepan male 36.00 0 0 349247 7.8958 S titanic_train NA NA NA NA NA NA NA NA
191 1 2 Pinsky, Mrs. (Rosa) female 32.00 0 0 234604 13.0000 S titanic_train NA NA NA NA NA NA NA NA
192 0 2 Carbines, Mr. William male 19.00 0 0 28424 13.0000 S titanic_train NA NA NA NA NA NA NA NA
193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 1 0 350046 7.8542 S titanic_train NA NA NA NA NA NA NA NA
194 1 2 Navratil, Master. Michel M male 3.00 1 1 230080 26.0000 S titanic_train NA NA NA NA NA NA NA NA
195 1 1 Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 0 0 PC 17610 27.7208 C titanic_train NA NA NA NA NA NA NA NA
196 1 1 Lurette, Miss. Elise female 58.00 0 0 PC 17569 146.5208 C titanic_train NA NA NA NA NA NA NA NA
197 0 3 Mernagh, Mr. Robert male 28.00 0 0 368703 7.7500 Q titanic_train NA NA NA NA Mernagh, Mr. Robert 0 28 Q
198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.00 0 1 4579 8.4042 S titanic_train NA NA NA NA NA NA NA NA
199 1 3 Madigan, Miss. Margaret “Maggie” female 21.00 0 0 370370 7.7500 Q titanic_train NA NA NA NA Madigan, Miss. Margaret “Maggie” 1 21 Q
200 0 2 Yrois, Miss. Henriette (“Mrs Harbeck”) female 24.00 0 0 248747 13.0000 S titanic_train NA NA NA NA NA NA NA NA
201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.00 0 0 345770 9.5000 S titanic_train NA NA NA NA NA NA NA NA
202 0 3 Sage, Mr. Frederick male 16.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. Frederick 0 16 S
203 0 3 Johanson, Mr. Jakob Alfred male 34.00 0 0 3101264 6.4958 S titanic_train NA NA NA NA NA NA NA NA
204 0 3 Youseff, Mr. Gerious male 45.50 0 0 2628 7.2250 C titanic_train NA NA NA NA NA NA NA NA
205 1 3 Cohen, Mr. Gurshon “Gus” male 18.00 0 0 A/5 3540 8.0500 S titanic_train NA NA NA NA NA NA NA NA
206 0 3 Strom, Miss. Telma Matilda female 2.00 0 1 347054 10.4625 S titanic_train NA NA NA NA NA NA NA NA
207 0 3 Backstrom, Mr. Karl Alfred male 32.00 1 0 3101278 15.8500 S titanic_train NA NA NA NA NA NA NA NA
208 1 3 Albimona, Mr. Nassef Cassem male 26.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
209 1 3 Carr, Miss. Helen “Ellen” female 16.00 0 0 367231 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
210 1 1 Blank, Mr. Henry male 40.00 0 0 112277 31.0000 C titanic_train NA NA NA NA NA NA NA NA
211 0 3 Ali, Mr. Ahmed male 24.00 0 0 SOTON/O.Q. 3101311 7.0500 S titanic_train NA NA NA NA NA NA NA NA
212 1 2 Cameron, Miss. Clear Annie female 35.00 0 0 F.C.C. 13528 21.0000 S titanic_train NA NA NA NA NA NA NA NA
213 0 3 Perkin, Mr. John Henry male 22.00 0 0 A/5 21174 7.2500 S titanic_train NA NA NA NA NA NA NA NA
214 0 2 Givard, Mr. Hans Kristensen male 30.00 0 0 250646 13.0000 S titanic_train NA NA NA NA NA NA NA NA
215 0 3 Kiernan, Mr. Philip male 22.00 1 0 367229 7.7500 Q titanic_train NA NA NA NA Kiernan, Mr. Philip 0 22 Q
216 1 1 Newell, Miss. Madeleine female 31.00 1 0 35273 113.2750 C titanic_train NA NA NA NA NA NA NA NA
217 1 3 Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.9250 S titanic_train NA NA NA NA NA NA NA NA
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.00 1 0 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
219 1 1 Bazzani, Miss. Albina female 32.00 0 0 11813 76.2917 C titanic_train NA NA NA NA NA NA NA NA
220 0 2 Harris, Mr. Walter male 30.00 0 0 W/C 14208 10.5000 S titanic_train NA NA NA NA NA NA NA NA
221 1 3 Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.0500 S titanic_train NA NA NA NA NA NA NA NA
222 0 2 Bracken, Mr. James H male 27.00 0 0 220367 13.0000 S titanic_train NA NA NA NA NA NA NA NA
223 0 3 Green, Mr. George Henry male 51.00 0 0 21440 8.0500 S titanic_train NA NA NA NA NA NA NA NA
224 0 3 Nenkoff, Mr. Christo male 22.00 0 0 349234 7.8958 S titanic_train NA NA NA NA Nenkoff, Mr. Christo 0 22 S
225 1 1 Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.0000 S titanic_train NA NA NA NA NA NA NA NA
226 0 3 Berglund, Mr. Karl Ivar Sven male 22.00 0 0 PP 4348 9.3500 S titanic_train NA NA NA NA NA NA NA NA
227 1 2 Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.5000 S titanic_train NA NA NA NA NA NA NA NA
228 0 3 Lovell, Mr. John Hall (“Henry”) male 20.50 0 0 A/5 21173 7.2500 S titanic_train NA NA NA NA NA NA NA NA
229 0 2 Fahlstrom, Mr. Arne Jonas male 18.00 0 0 236171 13.0000 S titanic_train NA NA NA NA NA NA NA NA
230 0 3 Lefebre, Miss. Mathilde female 12.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Mathilde 0 12 S
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.4750 S titanic_train NA NA NA NA NA NA NA NA
232 0 3 Larsson, Mr. Bengt Edvin male 29.00 0 0 347067 7.7750 S titanic_train NA NA NA NA NA NA NA NA
233 0 2 Sjostedt, Mr. Ernst Adolf male 59.00 0 0 237442 13.5000 S titanic_train NA NA NA NA NA NA NA NA
234 1 3 Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
235 0 2 Leyson, Mr. Robert William Norman male 24.00 0 0 C.A. 29566 10.5000 S titanic_train NA NA NA NA NA NA NA NA
236 0 3 Harknett, Miss. Alice Phoebe female 21.00 0 0 W./C. 6609 7.5500 S titanic_train NA NA NA NA Harknett, Miss. Alice Phoebe 0 21 S
237 0 2 Hold, Mr. Stephen male 44.00 1 0 26707 26.0000 S titanic_train NA NA NA NA NA NA NA NA
238 1 2 Collyer, Miss. Marjorie “Lottie” female 8.00 0 2 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
239 0 2 Pengelly, Mr. Frederick William male 19.00 0 0 28665 10.5000 S titanic_train NA NA NA NA NA NA NA NA
240 0 2 Hunt, Mr. George Henry male 33.00 0 0 SCO/W 1585 12.2750 S titanic_train NA NA NA NA NA NA NA NA
241 0 3 Zabour, Miss. Thamine female 19.00 1 0 2665 14.4542 C titanic_train NA NA NA NA Zabour, Miss. Thamine 0 19 C
242 1 3 Murphy, Miss. Katherine “Kate” female 18.00 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Katherine “Kate” 1 18 Q
243 0 2 Coleridge, Mr. Reginald Charles male 29.00 0 0 W./C. 14263 10.5000 S titanic_train NA NA NA NA NA NA NA NA
244 0 3 Maenpaa, Mr. Matti Alexanteri male 22.00 0 0 STON/O 2. 3101275 7.1250 S titanic_train NA NA NA NA NA NA NA NA
245 0 3 Attalah, Mr. Sleiman male 30.00 0 0 2694 7.2250 C titanic_train NA NA NA NA NA NA NA NA
246 0 1 Minahan, Dr. William Edward male 44.00 2 0 19928 90.0000 Q titanic_train NA NA NA NA NA NA NA NA
247 0 3 Lindahl, Miss. Agda Thorilda Viktoria female 25.00 0 0 347071 7.7750 S titanic_train NA NA NA NA NA NA NA NA
248 1 2 Hamalainen, Mrs. William (Anna) female 24.00 0 2 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
249 1 1 Beckwith, Mr. Richard Leonard male 37.00 1 1 11751 52.5542 S titanic_train NA NA NA NA NA NA NA NA
250 0 2 Carter, Rev. Ernest Courtenay male 54.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
251 0 3 Reed, Mr. James George male 18.00 0 0 362316 7.2500 S titanic_train NA NA NA NA Reed, Mr. James George 0 18 S
252 0 3 Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29.00 1 1 347054 10.4625 S titanic_train NA NA NA NA NA NA NA NA
253 0 1 Stead, Mr. William Thomas male 62.00 0 0 113514 26.5500 S titanic_train NA NA NA NA NA NA NA NA
254 0 3 Lobb, Mr. William Arthur male 30.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.00 0 2 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.00 0 2 2650 15.2458 C titanic_train NA NA NA NA NA NA NA NA
257 1 1 Thorne, Mrs. Gertrude Maybelle female 37.00 0 0 PC 17585 79.2000 C titanic_train NA NA NA NA Thorne, Mrs. Gertrude Maybelle 1 37 C
258 1 1 Cherry, Miss. Gladys female 30.00 0 0 110152 86.5000 S titanic_train NA NA NA NA NA NA NA NA
259 1 1 Ward, Miss. Anna female 35.00 0 0 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
260 1 2 Parrish, Mrs. (Lutie Davis) female 50.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
261 0 3 Smith, Mr. Thomas male 26.00 0 0 384461 7.7500 Q titanic_train NA NA NA NA Smith, Mr. Thomas 0 26 Q
262 1 3 Asplund, Master. Edvin Rojj Felix male 3.00 4 2 347077 31.3875 S titanic_train NA NA NA NA NA NA NA NA
263 0 1 Taussig, Mr. Emil male 52.00 1 1 110413 79.6500 S titanic_train NA NA NA NA NA NA NA NA
264 0 1 Harrison, Mr. William male 40.00 0 0 112059 0.0000 S titanic_train NA NA NA NA NA NA NA NA
265 0 3 Henry, Miss. Delia female 22.00 0 0 382649 7.7500 Q titanic_train NA NA NA NA Henry, Miss. Delia 0 22 Q
266 0 2 Reeves, Mr. David male 36.00 0 0 C.A. 17248 10.5000 S titanic_train NA NA NA NA NA NA NA NA
267 0 3 Panula, Mr. Ernesti Arvid male 16.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
268 1 3 Persson, Mr. Ernst Ulrik male 25.00 1 0 347083 7.7750 S titanic_train NA NA NA NA NA NA NA NA
269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.00 0 1 PC 17582 153.4625 S titanic_train NA NA NA NA NA NA NA NA
270 1 1 Bissette, Miss. Amelia female 35.00 0 0 PC 17760 135.6333 S titanic_train NA NA NA NA NA NA NA NA
271 0 1 Cairns, Mr. Alexander male 28.00 0 0 113798 31.0000 S titanic_train NA NA NA NA Cairns, Mr. Alexander 0 28 S
272 1 3 Tornquist, Mr. William Henry male 25.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
274 0 1 Natsch, Mr. Charles H male 37.00 0 1 PC 17596 29.7000 C titanic_train NA NA NA NA NA NA NA NA
275 1 3 Healy, Miss. Hanora “Nora” female 33.00 0 0 370375 7.7500 Q titanic_train NA NA NA NA Healy, Miss. Hanora “Nora” 1 33 Q
276 1 1 Andrews, Miss. Kornelia Theodosia female 63.00 1 0 13502 77.9583 S titanic_train NA NA NA NA NA NA NA NA
277 0 3 Lindblom, Miss. Augusta Charlotta female 45.00 0 0 347073 7.7500 S titanic_train NA NA NA NA NA NA NA NA
278 0 2 Parkes, Mr. Francis “Frank” male 21.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Parkes, Mr. Francis “Frank” 0 21 S
279 0 3 Rice, Master. Eric male 7.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
281 0 3 Duane, Mr. Frank male 65.00 0 0 336439 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
282 0 3 Olsson, Mr. Nils Johan Goransson male 28.00 0 0 347464 7.8542 S titanic_train NA NA NA NA NA NA NA NA
283 0 3 de Pelsmaeker, Mr. Alfons male 16.00 0 0 345778 9.5000 S titanic_train NA NA NA NA NA NA NA NA
284 1 3 Dorking, Mr. Edward Arthur male 19.00 0 0 A/5. 10482 8.0500 S titanic_train NA NA NA NA NA NA NA NA
285 0 1 Smith, Mr. Richard William male 57.00 0 0 113056 26.0000 S titanic_train NA NA NA NA Smith, Mr. Richard William 0 57 S
286 0 3 Stankovic, Mr. Ivan male 33.00 0 0 349239 8.6625 C titanic_train NA NA NA NA NA NA NA NA
287 1 3 de Mulder, Mr. Theodore male 30.00 0 0 345774 9.5000 S titanic_train NA NA NA NA NA NA NA NA
288 0 3 Naidenoff, Mr. Penko male 22.00 0 0 349206 7.8958 S titanic_train NA NA NA NA NA NA NA NA
289 1 2 Hosono, Mr. Masabumi male 42.00 0 0 237798 13.0000 S titanic_train NA NA NA NA NA NA NA NA
290 1 3 Connolly, Miss. Kate female 22.00 0 0 370373 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
291 1 1 Barber, Miss. Ellen “Nellie” female 26.00 0 0 19877 78.8500 S titanic_train NA NA NA NA NA NA NA NA
292 1 1 Bishop, Mrs. Dickinson H (Helen Walton) female 19.00 1 0 11967 91.0792 C titanic_train NA NA NA NA NA NA NA NA
293 0 2 Levy, Mr. Rene Jacques male 36.00 0 0 SC/Paris 2163 12.8750 C titanic_train NA NA NA NA NA NA NA NA
294 0 3 Haas, Miss. Aloisia female 24.00 0 0 349236 8.8500 S titanic_train NA NA NA NA NA NA NA NA
295 0 3 Mineff, Mr. Ivan male 24.00 0 0 349233 7.8958 S titanic_train NA NA NA NA NA NA NA NA
296 0 1 Lewy, Mr. Ervin G male 30.00 0 0 PC 17612 27.7208 C titanic_train NA NA NA NA Lewy, Mr. Ervin G 0 30 C
297 0 3 Hanna, Mr. Mansour male 23.50 0 0 2693 7.2292 C titanic_train NA NA NA NA NA NA NA NA
298 0 1 Allison, Miss. Helen Loraine female 2.00 1 2 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
299 1 1 Saalfeld, Mr. Adolphe male 47.00 0 0 19988 30.5000 S titanic_train NA NA NA NA Saalfeld, Mr. Adolphe 1 47 S
300 1 1 Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.00 0 1 PC 17558 247.5208 C titanic_train NA NA NA NA NA NA NA NA
301 1 3 Kelly, Miss. Anna Katherine “Annie Kate” female 20.00 0 0 9234 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Anna Katherine “Annie Kate” 1 20 Q
302 1 3 McCoy, Mr. Bernard male 24.00 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Mr. Bernard 1 24 Q
303 0 3 Johnson, Mr. William Cahoone Jr male 19.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
304 1 2 Keane, Miss. Nora A female 46.00 0 0 226593 12.3500 Q titanic_train NA NA NA NA Keane, Miss. Nora A 1 46 Q
305 0 3 Williams, Mr. Howard Hugh “Harry” male 28.00 0 0 A/5 2466 8.0500 S titanic_train NA NA NA NA Williams, Mr. Howard Hugh “Harry” 0 28 S
306 1 1 Allison, Master. Hudson Trevor male 0.92 1 2 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
307 1 1 Fleming, Miss. Margaret female 42.00 0 0 17421 110.8833 C titanic_train NA NA NA NA Fleming, Miss. Margaret 1 42 C
308 1 1 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.00 1 0 PC 17758 108.9000 C titanic_train NA NA NA NA NA NA NA NA
309 0 2 Abelson, Mr. Samuel male 30.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
310 1 1 Francatelli, Miss. Laura Mabel female 30.00 0 0 PC 17485 56.9292 C titanic_train NA NA NA NA NA NA NA NA
311 1 1 Hays, Miss. Margaret Bechstein female 24.00 0 0 11767 83.1583 C titanic_train NA NA NA NA NA NA NA NA
312 1 1 Ryerson, Miss. Emily Borie female 18.00 2 2 PC 17608 262.3750 C titanic_train NA NA NA NA NA NA NA NA
313 0 2 Lahtinen, Mrs. William (Anna Sylfven) female 26.00 1 1 250651 26.0000 S titanic_train NA NA NA NA NA NA NA NA
314 0 3 Hendekovic, Mr. Ignjac male 28.00 0 0 349243 7.8958 S titanic_train NA NA NA NA NA NA NA NA
315 0 2 Hart, Mr. Benjamin male 43.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
316 1 3 Nilsson, Miss. Helmina Josefina female 26.00 0 0 347470 7.8542 S titanic_train NA NA NA NA NA NA NA NA
317 1 2 Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 1 0 244367 26.0000 S titanic_train NA NA NA NA NA NA NA NA
318 0 2 Moraweck, Dr. Ernest male 54.00 0 0 29011 14.0000 S titanic_train NA NA NA NA NA NA NA NA
319 1 1 Wick, Miss. Mary Natalie female 31.00 0 2 36928 164.8667 S titanic_train NA NA NA NA NA NA NA NA
320 1 1 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40.00 1 1 16966 134.5000 C titanic_train NA NA NA NA NA NA NA NA
321 0 3 Dennis, Mr. Samuel male 22.00 0 0 A/5 21172 7.2500 S titanic_train NA NA NA NA NA NA NA NA
322 0 3 Danoff, Mr. Yoto male 27.00 0 0 349219 7.8958 S titanic_train NA NA NA NA NA NA NA NA
323 1 2 Slayter, Miss. Hilda Mary female 30.00 0 0 234818 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
324 1 2 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 1 1 248738 29.0000 S titanic_train NA NA NA NA NA NA NA NA
325 0 3 Sage, Mr. George John Jr male 19.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. George John Jr 0 19 S
326 1 1 Young, Miss. Marie Grice female 36.00 0 0 PC 17760 135.6333 C titanic_train NA NA NA NA NA NA NA NA
327 0 3 Nysveen, Mr. Johan Hansen male 61.00 0 0 345364 6.2375 S titanic_train NA NA NA NA NA NA NA NA
328 1 2 Ball, Mrs. (Ada E Hall) female 36.00 0 0 28551 13.0000 S titanic_train NA NA NA NA NA NA NA NA
329 1 3 Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
330 1 1 Hippach, Miss. Jean Gertrude female 16.00 0 1 111361 57.9792 C titanic_train NA NA NA NA NA NA NA NA
331 1 3 McCoy, Miss. Agnes female 29.00 2 0 367226 23.2500 Q titanic_train NA NA NA NA McCoy, Miss. Agnes 1 29 Q
332 0 1 Partner, Mr. Austen male 45.50 0 0 113043 28.5000 S titanic_train NA NA NA NA NA NA NA NA
333 0 1 Graham, Mr. George Edward male 38.00 0 1 PC 17582 153.4625 S titanic_train NA NA NA NA NA NA NA NA
334 0 3 Vander Planke, Mr. Leo Edmondus male 16.00 2 0 345764 18.0000 S titanic_train NA NA NA NA NA NA NA NA
335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female 42.00 1 0 PC 17611 133.6500 S titanic_train NA NA NA NA Frauenthal, Mrs. Henry William (Clara Heinsheimer) 1 42 S
336 0 3 Denkoff, Mr. Mitto male 30.00 0 0 349225 7.8958 S titanic_train NA NA NA NA Denkoff, Mr. Mitto 0 30 S
337 0 1 Pears, Mr. Thomas Clinton male 29.00 1 0 113776 66.6000 S titanic_train NA NA NA NA NA NA NA NA
338 1 1 Burns, Miss. Elizabeth Margaret female 41.00 0 0 16966 134.5000 C titanic_train NA NA NA NA NA NA NA NA
339 1 3 Dahl, Mr. Karl Edwart male 45.00 0 0 7598 8.0500 S titanic_train NA NA NA NA NA NA NA NA
340 0 1 Blackwell, Mr. Stephen Weart male 45.00 0 0 113784 35.5000 S titanic_train NA NA NA NA NA NA NA NA
341 1 2 Navratil, Master. Edmond Roger male 2.00 1 1 230080 26.0000 S titanic_train NA NA NA NA NA NA NA NA
342 1 1 Fortune, Miss. Alice Elizabeth female 24.00 3 2 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
343 0 2 Collander, Mr. Erik Gustaf male 28.00 0 0 248740 13.0000 S titanic_train NA NA NA NA NA NA NA NA
344 0 2 Sedgwick, Mr. Charles Frederick Waddington male 25.00 0 0 244361 13.0000 S titanic_train NA NA NA NA NA NA NA NA
345 0 2 Fox, Mr. Stanley Hubert male 36.00 0 0 229236 13.0000 S titanic_train NA NA NA NA NA NA NA NA
346 1 2 Brown, Miss. Amelia “Mildred” female 24.00 0 0 248733 13.0000 S titanic_train NA NA NA NA NA NA NA NA
347 1 2 Smith, Miss. Marion Elsie female 40.00 0 0 31418 13.0000 S titanic_train NA NA NA NA NA NA NA NA
348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female 32.00 1 0 386525 16.1000 S titanic_train NA NA NA NA Davison, Mrs. Thomas Henry (Mary E Finck) 1 32 S
349 1 3 Coutts, Master. William Loch “William” male 3.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
350 0 3 Dimic, Mr. Jovan male 42.00 0 0 315088 8.6625 S titanic_train NA NA NA NA NA NA NA NA
351 0 3 Odahl, Mr. Nils Martin male 23.00 0 0 7267 9.2250 S titanic_train NA NA NA NA NA NA NA NA
352 0 1 Williams-Lambert, Mr. Fletcher Fellows male 43.00 0 0 113510 35.0000 S titanic_train NA NA NA NA Williams-Lambert, Mr. Fletcher Fellows 0 43 S
353 0 3 Elias, Mr. Tannous male 15.00 1 1 2695 7.2292 C titanic_train NA NA NA NA NA NA NA NA
354 0 3 Arnold-Franchi, Mr. Josef male 25.00 1 0 349237 17.8000 S titanic_train NA NA NA NA NA NA NA NA
355 0 3 Yousif, Mr. Wazli male 23.00 0 0 2647 7.2250 C titanic_train NA NA NA NA Yousif, Mr. Wazli 0 23 C
356 0 3 Vanden Steen, Mr. Leo Peter male 28.00 0 0 345783 9.5000 S titanic_train NA NA NA NA NA NA NA NA
357 1 1 Bowerman, Miss. Elsie Edith female 22.00 0 1 113505 55.0000 S titanic_train NA NA NA NA NA NA NA NA
358 0 2 Funk, Miss. Annie Clemmer female 38.00 0 0 237671 13.0000 S titanic_train NA NA NA NA NA NA NA NA
359 1 3 McGovern, Miss. Mary female 20.00 0 0 330931 7.8792 Q titanic_train NA NA NA NA McGovern, Miss. Mary 1 20 Q
360 1 3 Mockler, Miss. Helen Mary “Ellie” female 23.00 0 0 330980 7.8792 Q titanic_train NA NA NA NA Mockler, Miss. Helen Mary “Ellie” 1 23 Q
361 0 3 Skoog, Mr. Wilhelm male 40.00 1 4 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
362 0 2 del Carlo, Mr. Sebastiano male 29.00 1 0 SC/PARIS 2167 27.7208 C titanic_train NA NA NA NA NA NA NA NA
363 0 3 Barbara, Mrs. (Catherine David) female 45.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
364 0 3 Asim, Mr. Adola male 35.00 0 0 SOTON/O.Q. 3101310 7.0500 S titanic_train NA NA NA NA NA NA NA NA
365 0 3 O’Brien, Mr. Thomas male 26.00 1 0 370365 15.5000 Q titanic_train NA NA NA NA O’Brien, Mr. Thomas 0 26 Q
366 0 3 Adahl, Mr. Mauritz Nils Martin male 30.00 0 0 C 7076 7.2500 S titanic_train NA NA NA NA NA NA NA NA
367 1 1 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.00 1 0 110813 75.2500 C titanic_train NA NA NA NA NA NA NA NA
368 1 3 Moussa, Mrs. (Mantoura Boulos) female 52.00 0 0 2626 7.2292 C titanic_train NA NA NA NA Moussa, Mrs. (Mantoura Boulos) 1 52 C
369 1 3 Jermyn, Miss. Annie female 26.00 0 0 14313 7.7500 Q titanic_train NA NA NA NA Jermyn, Miss. Annie 1 26 Q
370 1 1 Aubart, Mme. Leontine Pauline female 24.00 0 0 PC 17477 69.3000 C titanic_train NA NA NA NA NA NA NA NA
371 1 1 Harder, Mr. George Achilles male 25.00 1 0 11765 55.4417 C titanic_train NA NA NA NA NA NA NA NA
372 0 3 Wiklund, Mr. Jakob Alfred male 18.00 1 0 3101267 6.4958 S titanic_train NA NA NA NA NA NA NA NA
373 0 3 Beavan, Mr. William Thomas male 19.00 0 0 323951 8.0500 S titanic_train NA NA NA NA NA NA NA NA
374 0 1 Ringhini, Mr. Sante male 22.00 0 0 PC 17760 135.6333 C titanic_train NA NA NA NA NA NA NA NA
375 0 3 Palsson, Miss. Stina Viola female 3.00 3 1 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
376 1 1 Meyer, Mrs. Edgar Joseph (Leila Saks) female 25.00 1 0 PC 17604 82.1708 C titanic_train NA NA NA NA Meyer, Mrs. Edgar Joseph (Leila Saks) 1 25 C
377 1 3 Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.2500 S titanic_train NA NA NA NA NA NA NA NA
378 0 1 Widener, Mr. Harry Elkins male 27.00 0 2 113503 211.5000 C titanic_train NA NA NA NA NA NA NA NA
379 0 3 Betros, Mr. Tannous male 20.00 0 0 2648 4.0125 C titanic_train NA NA NA NA NA NA NA NA
380 0 3 Gustafsson, Mr. Karl Gideon male 19.00 0 0 347069 7.7750 S titanic_train NA NA NA NA NA NA NA NA
381 1 1 Bidois, Miss. Rosalie female 42.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
382 1 3 Nakid, Miss. Maria (“Mary”) female 1.00 0 2 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
383 0 3 Tikkanen, Mr. Juho male 32.00 0 0 STON/O 2. 3101293 7.9250 S titanic_train NA NA NA NA NA NA NA NA
384 1 1 Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 1 0 113789 52.0000 S titanic_train NA NA NA NA NA NA NA NA
385 0 3 Plotcharsky, Mr. Vasil male 27.00 0 0 349227 7.8958 S titanic_train NA NA NA NA Plotcharsky, Mr. Vasil 0 27 S
386 0 2 Davies, Mr. Charles Henry male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
387 0 3 Goodwin, Master. Sidney Leonard male 1.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
388 1 2 Buss, Miss. Kate female 36.00 0 0 27849 13.0000 S titanic_train NA NA NA NA NA NA NA NA
389 0 3 Sadlier, Mr. Matthew male 19.00 0 0 367655 7.7292 Q titanic_train NA NA NA NA Sadlier, Mr. Matthew 0 19 Q
390 1 2 Lehmann, Miss. Bertha female 17.00 0 0 SC 1748 12.0000 C titanic_train NA NA NA NA NA NA NA NA
391 1 1 Carter, Mr. William Ernest male 36.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
392 1 3 Jansson, Mr. Carl Olof male 21.00 0 0 350034 7.7958 S titanic_train NA NA NA NA NA NA NA NA
393 0 3 Gustafsson, Mr. Johan Birger male 28.00 2 0 3101277 7.9250 S titanic_train NA NA NA NA NA NA NA NA
394 1 1 Newell, Miss. Marjorie female 23.00 1 0 35273 113.2750 C titanic_train NA NA NA NA NA NA NA NA
395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 0 2 PP 9549 16.7000 S titanic_train NA NA NA NA NA NA NA NA
396 0 3 Johansson, Mr. Erik male 22.00 0 0 350052 7.7958 S titanic_train NA NA NA NA NA NA NA NA
397 0 3 Olsson, Miss. Elina female 31.00 0 0 350407 7.8542 S titanic_train NA NA NA NA NA NA NA NA
398 0 2 McKane, Mr. Peter David male 46.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
399 0 2 Pain, Dr. Alfred male 23.00 0 0 244278 10.5000 S titanic_train NA NA NA NA NA NA NA NA
400 1 2 Trout, Mrs. William H (Jessie L) female 28.00 0 0 240929 12.6500 S titanic_train NA NA NA NA NA NA NA NA
401 1 3 Niskanen, Mr. Juha male 39.00 0 0 STON/O 2. 3101289 7.9250 S titanic_train NA NA NA NA NA NA NA NA
402 0 3 Adams, Mr. John male 26.00 0 0 341826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
403 0 3 Jussila, Miss. Mari Aina female 21.00 1 0 4137 9.8250 S titanic_train NA NA NA NA NA NA NA NA
404 0 3 Hakkarainen, Mr. Pekka Pietari male 28.00 1 0 STON/O2. 3101279 15.8500 S titanic_train NA NA NA NA NA NA NA NA
405 0 3 Oreskovic, Miss. Marija female 20.00 0 0 315096 8.6625 S titanic_train NA NA NA NA NA NA NA NA
406 0 2 Gale, Mr. Shadrach male 34.00 1 0 28664 21.0000 S titanic_train NA NA NA NA NA NA NA NA
407 0 3 Widegren, Mr. Carl/Charles Peter male 51.00 0 0 347064 7.7500 S titanic_train NA NA NA NA NA NA NA NA
408 1 2 Richards, Master. William Rowe male 3.00 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.00 0 0 312992 7.7750 S titanic_train NA NA NA NA NA NA NA NA
410 0 3 Lefebre, Miss. Ida female 3.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Ida 0 3 S
411 0 3 Sdycoff, Mr. Todor male 42.00 0 0 349222 7.8958 S titanic_train NA NA NA NA Sdycoff, Mr. Todor 0 42 S
412 0 3 Hart, Mr. Henry male 30.00 0 0 394140 6.8583 Q titanic_train NA NA NA NA Hart, Mr. Henry 0 30 Q
413 1 1 Minahan, Miss. Daisy E female 33.00 1 0 19928 90.0000 Q titanic_train NA NA NA NA NA NA NA NA
414 0 2 Cunningham, Mr. Alfred Fleming male 21.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Cunningham, Mr. Alfred Fleming 0 21 S
415 1 3 Sundman, Mr. Johan Julian male 44.00 0 0 STON/O 2. 3101269 7.9250 S titanic_train NA NA NA NA NA NA NA NA
416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female 32.00 0 0 343095 8.0500 S titanic_train NA NA NA NA Meek, Mrs. Thomas (Annie Louise Rowley) 0 32 S
417 1 2 Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 1 1 28220 32.5000 S titanic_train NA NA NA NA NA NA NA NA
418 1 2 Silven, Miss. Lyyli Karoliina female 18.00 0 2 250652 13.0000 S titanic_train NA NA NA NA NA NA NA NA
419 0 2 Matthews, Mr. William John male 30.00 0 0 28228 13.0000 S titanic_train NA NA NA NA NA NA NA NA
420 0 3 Van Impe, Miss. Catharina female 10.00 0 2 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
421 0 3 Gheorgheff, Mr. Stanio male 28.00 0 0 349254 7.8958 C titanic_train NA NA NA NA Gheorgheff, Mr. Stanio 0 NA C
422 0 3 Charters, Mr. David male 21.00 0 0 A/5. 13032 7.7333 Q titanic_train NA NA NA NA NA NA NA NA
423 0 3 Zimmerman, Mr. Leo male 29.00 0 0 315082 7.8750 S titanic_train NA NA NA NA NA NA NA NA
424 0 3 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
425 0 3 Rosblom, Mr. Viktor Richard male 18.00 1 1 370129 20.2125 S titanic_train NA NA NA NA NA NA NA NA
426 0 3 Wiseman, Mr. Phillippe male 53.00 0 0 A/4. 34244 7.2500 S titanic_train NA NA NA NA Wiseman, Mr. Phillippe 0 53 S
427 1 2 Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 1 0 2003 26.0000 S titanic_train NA NA NA NA NA NA NA NA
428 1 2 Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
429 0 3 Flynn, Mr. James male 28.00 0 0 364851 7.7500 Q titanic_train NA NA NA NA Flynn, Mr. James 0 28 Q
430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32.00 0 0 SOTON/O.Q. 392078 8.0500 S titanic_train NA NA NA NA NA NA NA NA
431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 0 0 110564 26.5500 S titanic_train NA NA NA NA NA NA NA NA
432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female 32.00 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mrs. Percival (Florence Kate White) 1 32 S
433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 1 0 SC/AH 3085 26.0000 S titanic_train NA NA NA NA NA NA NA NA
434 0 3 Kallio, Mr. Nikolai Erland male 17.00 0 0 STON/O 2. 3101274 7.1250 S titanic_train NA NA NA NA NA NA NA NA
435 0 1 Silvey, Mr. William Baird male 50.00 1 0 13507 55.9000 S titanic_train NA NA NA NA NA NA NA NA
436 1 1 Carter, Miss. Lucile Polk female 14.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
437 0 3 Ford, Miss. Doolina Margaret “Daisy” female 21.00 2 2 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24.00 2 3 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
439 0 1 Fortune, Mr. Mark male 64.00 1 4 19950 263.0000 S titanic_train NA NA NA NA NA NA NA NA
440 0 2 Kvillner, Mr. Johan Henrik Johannesson male 31.00 0 0 C.A. 18723 10.5000 S titanic_train NA NA NA NA NA NA NA NA
441 1 2 Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 1 1 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
442 0 3 Hampe, Mr. Leon male 20.00 0 0 345769 9.5000 S titanic_train NA NA NA NA NA NA NA NA
443 0 3 Petterson, Mr. Johan Emil male 25.00 1 0 347076 7.7750 S titanic_train NA NA NA NA NA NA NA NA
444 1 2 Reynaldo, Ms. Encarnacion female 28.00 0 0 230434 13.0000 S titanic_train NA NA NA NA NA NA NA NA
445 1 3 Johannesen-Bratthammer, Mr. Bernt male 29.00 0 0 65306 8.1125 S titanic_train NA NA NA NA Johannesen-Bratthammer, Mr. Bernt 1 29 S
446 1 1 Dodge, Master. Washington male 4.00 0 2 33638 81.8583 S titanic_train NA NA NA NA NA NA NA NA
447 1 2 Mellinger, Miss. Madeleine Violet female 13.00 0 1 250644 19.5000 S titanic_train NA NA NA NA NA NA NA NA
448 1 1 Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.5500 S titanic_train NA NA NA NA NA NA NA NA
449 1 3 Baclini, Miss. Marie Catherine female 5.00 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
450 1 1 Peuchen, Major. Arthur Godfrey male 52.00 0 0 113786 30.5000 S titanic_train NA NA NA NA NA NA NA NA
451 0 2 West, Mr. Edwy Arthur male 36.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
452 0 3 Hagland, Mr. Ingvald Olai Olsen male 28.00 1 0 65303 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Ingvald Olai Olsen 0 28 S
453 0 1 Foreman, Mr. Benjamin Laventall male 30.00 0 0 113051 27.7500 C titanic_train NA NA NA NA NA NA NA NA
454 1 1 Goldenberg, Mr. Samuel L male 49.00 1 0 17453 89.1042 C titanic_train NA NA NA NA NA NA NA NA
455 0 3 Peduzzi, Mr. Joseph male 24.00 0 0 A/5 2817 8.0500 S titanic_train NA NA NA NA Peduzzi, Mr. Joseph 0 24 S
456 1 3 Jalsevac, Mr. Ivan male 29.00 0 0 349240 7.8958 C titanic_train NA NA NA NA NA NA NA NA
457 0 1 Millet, Mr. Francis Davis male 65.00 0 0 13509 26.5500 S titanic_train NA NA NA NA NA NA NA NA
458 1 1 Kenyon, Mrs. Frederick R (Marion) female 40.00 1 0 17464 51.8625 S titanic_train NA NA NA NA Kenyon, Mrs. Frederick R (Marion) 1 40 S
459 1 2 Toomey, Miss. Ellen female 50.00 0 0 F.C.C. 13531 10.5000 S titanic_train NA NA NA NA NA NA NA NA
460 0 3 O’Connor, Mr. Maurice male 15.00 0 0 371060 7.7500 Q titanic_train NA NA NA NA O’Connor, Mr. Maurice 0 15 Q
461 1 1 Anderson, Mr. Harry male 48.00 0 0 19952 26.5500 S titanic_train NA NA NA NA NA NA NA NA
462 0 3 Morley, Mr. William male 34.00 0 0 364506 8.0500 S titanic_train NA NA NA NA NA NA NA NA
463 0 1 Gee, Mr. Arthur H male 47.00 0 0 111320 38.5000 S titanic_train NA NA NA NA NA NA NA NA
464 0 2 Milling, Mr. Jacob Christian male 48.00 0 0 234360 13.0000 S titanic_train NA NA NA NA NA NA NA NA
465 0 3 Maisner, Mr. Simon male 34.00 0 0 A/S 2816 8.0500 S titanic_train NA NA NA NA Maisner, Mr. Simon 0 34 S
466 0 3 Goncalves, Mr. Manuel Estanslas male 38.00 0 0 SOTON/O.Q. 3101306 7.0500 S titanic_train NA NA NA NA NA NA NA NA
467 0 2 Campbell, Mr. William male 20.00 0 0 239853 0.0000 S titanic_train NA NA NA NA Campbell, Mr. William 0 20 S
468 0 1 Smart, Mr. John Montgomery male 56.00 0 0 113792 26.5500 S titanic_train NA NA NA NA NA NA NA NA
469 0 3 Scanlan, Mr. James male 20.00 0 0 36209 7.7250 Q titanic_train NA NA NA NA Scanlan, Mr. James 0 20 Q
470 1 3 Baclini, Miss. Helene Barbara female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
471 0 3 Keefe, Mr. Arthur male 44.00 0 0 323592 7.2500 S titanic_train NA NA NA NA Keefe, Mr. Arthur 0 44 S
472 0 3 Cacic, Mr. Luka male 38.00 0 0 315089 8.6625 S titanic_train NA NA NA NA NA NA NA NA
473 1 2 West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 1 2 C.A. 34651 27.7500 S titanic_train NA NA NA NA NA NA NA NA
474 1 2 Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.00 0 0 SC/AH Basle 541 13.7917 C titanic_train NA NA NA NA NA NA NA NA
475 0 3 Strandberg, Miss. Ida Sofia female 22.00 0 0 7553 9.8375 S titanic_train NA NA NA NA NA NA NA NA
476 0 1 Clifford, Mr. George Quincy male 40.00 0 0 110465 52.0000 S titanic_train NA NA NA NA Clifford, Mr. George Quincy 0 40 S
477 0 2 Renouf, Mr. Peter Henry male 34.00 1 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
478 0 3 Braund, Mr. Lewis Richard male 29.00 1 0 3460 7.0458 S titanic_train NA NA NA NA NA NA NA NA
479 0 3 Karlsson, Mr. Nils August male 22.00 0 0 350060 7.5208 S titanic_train NA NA NA NA NA NA NA NA
480 1 3 Hirvonen, Miss. Hildur E female 2.00 0 1 3101298 12.2875 S titanic_train NA NA NA NA NA NA NA NA
481 0 3 Goodwin, Master. Harold Victor male 9.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
482 0 2 Frost, Mr. Anthony Wood “Archie” male 38.00 0 0 239854 0.0000 S titanic_train NA NA NA NA Frost, Mr. Anthony Wood “Archie” 0 38 S
483 0 3 Rouse, Mr. Richard Henry male 50.00 0 0 A/5 3594 8.0500 S titanic_train NA NA NA NA NA NA NA NA
484 1 3 Turkula, Mrs. (Hedwig) female 63.00 0 0 4134 9.5875 S titanic_train NA NA NA NA NA NA NA NA
485 1 1 Bishop, Mr. Dickinson H male 25.00 1 0 11967 91.0792 C titanic_train NA NA NA NA NA NA NA NA
486 0 3 Lefebre, Miss. Jeannie female 8.00 3 1 4133 25.4667 S titanic_train NA NA NA NA Lefebre, Miss. Jeannie 0 8 S
487 1 1 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 1 0 19943 90.0000 S titanic_train NA NA NA NA NA NA NA NA
488 0 1 Kent, Mr. Edward Austin male 58.00 0 0 11771 29.7000 C titanic_train NA NA NA NA NA NA NA NA
489 0 3 Somerton, Mr. Francis William male 30.00 0 0 A.5. 18509 8.0500 S titanic_train NA NA NA NA NA NA NA NA
490 1 3 Coutts, Master. Eden Leslie “Neville” male 9.00 1 1 C.A. 37671 15.9000 S titanic_train NA NA NA NA NA NA NA NA
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male 19.00 1 0 65304 19.9667 S titanic_train NA NA NA NA Hagland, Mr. Konrad Mathias Reiersen 0 19 S
492 0 3 Windelov, Mr. Einar male 21.00 0 0 SOTON/OQ 3101317 7.2500 S titanic_train NA NA NA NA NA NA NA NA
493 0 1 Molson, Mr. Harry Markland male 55.00 0 0 113787 30.5000 S titanic_train NA NA NA NA NA NA NA NA
494 0 1 Artagaveytia, Mr. Ramon male 71.00 0 0 PC 17609 49.5042 C titanic_train NA NA NA NA NA NA NA NA
495 0 3 Stanley, Mr. Edward Roland male 21.00 0 0 A/4 45380 8.0500 S titanic_train NA NA NA NA NA NA NA NA
496 0 3 Yousseff, Mr. Gerious male 45.00 0 0 2627 14.4583 C titanic_train NA NA NA NA Yousseff, Mr. Gerious 0 45 C
497 1 1 Eustis, Miss. Elizabeth Mussey female 54.00 1 0 36947 78.2667 C titanic_train NA NA NA NA NA NA NA NA
498 0 3 Shellard, Mr. Frederick William male 55.00 0 0 C.A. 6212 15.1000 S titanic_train NA NA NA NA Shellard, Mr. Frederick William 0 55 S
499 0 1 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25.00 1 2 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
500 0 3 Svensson, Mr. Olof male 24.00 0 0 350035 7.7958 S titanic_train NA NA NA NA NA NA NA NA
501 0 3 Calic, Mr. Petar male 17.00 0 0 315086 8.6625 S titanic_train NA NA NA NA NA NA NA NA
502 0 3 Canavan, Miss. Mary female 21.00 0 0 364846 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
503 0 3 O’Sullivan, Miss. Bridget Mary female 21.00 0 0 330909 7.6292 Q titanic_train NA NA NA NA O’Sullivan, Miss. Bridget Mary 0 21 Q
504 0 3 Laitinen, Miss. Kristina Sofia female 37.00 0 0 4135 9.5875 S titanic_train NA NA NA NA NA NA NA NA
505 1 1 Maioni, Miss. Roberta female 16.00 0 0 110152 86.5000 S titanic_train NA NA NA NA NA NA NA NA
506 0 1 Penasco y Castellana, Mr. Victor de Satode male 18.00 1 0 PC 17758 108.9000 C titanic_train NA NA NA NA NA NA NA NA
507 1 2 Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 0 2 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
508 1 1 Bradley, Mr. George (“George Arthur Brayton”) male 37.00 0 0 111427 26.5500 S titanic_train NA NA NA NA Bradley, Mr. George (“George Arthur Brayton”) 1 37 S
509 0 3 Olsen, Mr. Henry Margido male 28.00 0 0 C 4001 22.5250 S titanic_train NA NA NA NA NA NA NA NA
510 1 3 Lang, Mr. Fang male 26.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
511 1 3 Daly, Mr. Eugene Patrick male 29.00 0 0 382651 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
512 0 3 Webber, Mr. James male 66.00 0 0 SOTON/OQ 3101316 8.0500 S titanic_train NA NA NA NA Webber, Mr. James 0 66 S
513 1 1 McGough, Mr. James Robert male 36.00 0 0 PC 17473 26.2875 S titanic_train NA NA NA NA NA NA NA NA
514 1 1 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.00 1 0 PC 17603 59.4000 C titanic_train NA NA NA NA NA NA NA NA
515 0 3 Coleff, Mr. Satio male 24.00 0 0 349209 7.4958 S titanic_train NA NA NA NA NA NA NA NA
516 0 1 Walker, Mr. William Anderson male 47.00 0 0 36967 34.0208 S titanic_train NA NA NA NA NA NA NA NA
517 1 2 Lemore, Mrs. (Amelia Milley) female 34.00 0 0 C.A. 34260 10.5000 S titanic_train NA NA NA NA NA NA NA NA
518 0 3 Ryan, Mr. Patrick male 32.00 0 0 371110 24.1500 Q titanic_train NA NA NA NA Ryan, Mr. Patrick 0 32 Q
519 1 2 Angle, Mrs. William A (Florence “Mary” Agnes Hughes) female 36.00 1 0 226875 26.0000 S titanic_train NA NA NA NA NA NA NA NA
520 0 3 Pavlovic, Mr. Stefo male 32.00 0 0 349242 7.8958 S titanic_train NA NA NA NA NA NA NA NA
521 1 1 Perreault, Miss. Anne female 30.00 0 0 12749 93.5000 S titanic_train NA NA NA NA NA NA NA NA
522 0 3 Vovk, Mr. Janko male 22.00 0 0 349252 7.8958 S titanic_train NA NA NA NA NA NA NA NA
523 0 3 Lahoud, Mr. Sarkis male 35.00 0 0 2624 7.2250 C titanic_train NA NA NA NA Lahoud, Mr. Sarkis 0 35 C
524 1 1 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.00 0 1 111361 57.9792 C titanic_train NA NA NA NA NA NA NA NA
525 0 3 Kassem, Mr. Fared male 19.00 0 0 2700 7.2292 C titanic_train NA NA NA NA Kassem, Mr. Fared 0 19 C
526 0 3 Farrell, Mr. James male 40.50 0 0 367232 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
527 1 2 Ridsdale, Miss. Lucy female 50.00 0 0 W./C. 14258 10.5000 S titanic_train NA NA NA NA NA NA NA NA
528 0 1 Farthing, Mr. John male 48.00 0 0 PC 17483 221.7792 S titanic_train NA NA NA NA Farthing, Mr. John 0 48 S
529 0 3 Salonen, Mr. Johan Werner male 39.00 0 0 3101296 7.9250 S titanic_train NA NA NA NA NA NA NA NA
530 0 2 Hocking, Mr. Richard George male 23.00 2 1 29104 11.5000 S titanic_train NA NA NA NA NA NA NA NA
531 1 2 Quick, Miss. Phyllis May female 2.00 1 1 26360 26.0000 S titanic_train NA NA NA NA NA NA NA NA
532 0 3 Toufik, Mr. Nakli male 17.00 0 0 2641 7.2292 C titanic_train NA NA NA NA Toufik, Mr. Nakli 0 17 C
533 0 3 Elias, Mr. Joseph Jr male 17.00 1 1 2690 7.2292 C titanic_train NA NA NA NA NA NA NA NA
534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female 23.00 0 2 2668 22.3583 C titanic_train NA NA NA NA Peter, Mrs. Catherine (Catherine Rizk) 1 23 C
535 0 3 Cacic, Miss. Marija female 30.00 0 0 315084 8.6625 S titanic_train NA NA NA NA NA NA NA NA
536 1 2 Hart, Miss. Eva Miriam female 7.00 0 2 F.C.C. 13529 26.2500 S titanic_train NA NA NA NA NA NA NA NA
537 0 1 Butt, Major. Archibald Willingham male 45.00 0 0 113050 26.5500 S titanic_train NA NA NA NA NA NA NA NA
538 1 1 LeRoy, Miss. Bertha female 30.00 0 0 PC 17761 106.4250 C titanic_train NA NA NA NA NA NA NA NA
539 0 3 Risien, Mr. Samuel Beard male 69.00 0 0 364498 14.5000 S titanic_train NA NA NA NA Risien, Mr. Samuel Beard 0 69 S
540 1 1 Frolicher, Miss. Hedwig Margaritha female 22.00 0 2 13568 49.5000 C titanic_train NA NA NA NA NA NA NA NA
541 1 1 Crosby, Miss. Harriet R female 36.00 0 2 WE/P 5735 71.0000 S titanic_train NA NA NA NA NA NA NA NA
542 0 3 Andersson, Miss. Ingeborg Constanzia female 9.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
543 0 3 Andersson, Miss. Sigrid Elisabeth female 11.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
544 1 2 Beane, Mr. Edward male 32.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
545 0 1 Douglas, Mr. Walter Donald male 50.00 1 0 PC 17761 106.4250 C titanic_train NA NA NA NA NA NA NA NA
546 0 1 Nicholson, Mr. Arthur Ernest male 64.00 0 0 693 26.0000 S titanic_train NA NA NA NA NA NA NA NA
547 1 2 Beane, Mrs. Edward (Ethel Clarke) female 19.00 1 0 2908 26.0000 S titanic_train NA NA NA NA NA NA NA NA
548 1 2 Padro y Manent, Mr. Julian male 26.00 0 0 SC/PARIS 2146 13.8625 C titanic_train NA NA NA NA Padro y Manent, Mr. Julian 1 26 C
549 0 3 Goldsmith, Mr. Frank John male 33.00 1 1 363291 20.5250 S titanic_train NA NA NA NA NA NA NA NA
550 1 2 Davies, Master. John Morgan Jr male 8.00 1 1 C.A. 33112 36.7500 S titanic_train NA NA NA NA NA NA NA NA
551 1 1 Thayer, Mr. John Borland Jr male 17.00 0 2 17421 110.8833 C titanic_train NA NA NA NA NA NA NA NA
552 0 2 Sharp, Mr. Percival James R male 27.00 0 0 244358 26.0000 S titanic_train NA NA NA NA NA NA NA NA
553 0 3 O’Brien, Mr. Timothy male 21.00 0 0 330979 7.8292 Q titanic_train NA NA NA NA O’Brien, Mr. Timothy 0 21 Q
554 1 3 Leeni, Mr. Fahim (“Philip Zenni”) male 22.00 0 0 2620 7.2250 C titanic_train NA NA NA NA NA NA NA NA
555 1 3 Ohman, Miss. Velin female 22.00 0 0 347085 7.7750 S titanic_train NA NA NA NA NA NA NA NA
556 0 1 Wright, Mr. George male 62.00 0 0 113807 26.5500 S titanic_train NA NA NA NA NA NA NA NA
557 1 1 Duff Gordon, Lady. (Lucille Christiana Sutherland) (“Mrs Morgan”) female 48.00 1 0 11755 39.6000 C titanic_train NA NA NA NA NA NA NA NA
558 0 1 Robbins, Mr. Victor male 45.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA Robbins, Mr. Victor 0 45 C
559 1 1 Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 1 1 110413 79.6500 S titanic_train NA NA NA NA NA NA NA NA
560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 1 0 345572 17.4000 S titanic_train NA NA NA NA NA NA NA NA
561 0 3 Morrow, Mr. Thomas Rowan male 31.00 0 0 372622 7.7500 Q titanic_train NA NA NA NA Morrow, Mr. Thomas Rowan 0 31 Q
562 0 3 Sivic, Mr. Husein male 40.00 0 0 349251 7.8958 S titanic_train NA NA NA NA NA NA NA NA
563 0 2 Norman, Mr. Robert Douglas male 28.00 0 0 218629 13.5000 S titanic_train NA NA NA NA NA NA NA NA
564 0 3 Simmons, Mr. John male 40.00 0 0 SOTON/OQ 392082 8.0500 S titanic_train NA NA NA NA Simmons, Mr. John 0 40 S
565 0 3 Meanwell, Miss. (Marion Ogden) female 62.00 0 0 SOTON/O.Q. 392087 8.0500 S titanic_train NA NA NA NA Meanwell, Miss. (Marion Ogden) 0 62 S
566 0 3 Davies, Mr. Alfred J male 24.00 2 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
567 0 3 Stoytcheff, Mr. Ilia male 19.00 0 0 349205 7.8958 S titanic_train NA NA NA NA NA NA NA NA
568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.00 0 4 349909 21.0750 S titanic_train NA NA NA NA NA NA NA NA
569 0 3 Doharr, Mr. Tannous male 28.00 0 0 2686 7.2292 C titanic_train NA NA NA NA Doharr, Mr. Tannous 0 28 C
570 1 3 Jonsson, Mr. Carl male 32.00 0 0 350417 7.8542 S titanic_train NA NA NA NA NA NA NA NA
571 1 2 Harris, Mr. George male 62.00 0 0 S.W./PP 752 10.5000 S titanic_train NA NA NA NA NA NA NA NA
572 1 1 Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 2 0 11769 51.4792 S titanic_train NA NA NA NA NA NA NA NA
573 1 1 Flynn, Mr. John Irwin (“Irving”) male 36.00 0 0 PC 17474 26.3875 S titanic_train NA NA NA NA NA NA NA NA
574 1 3 Kelly, Miss. Mary female 22.00 0 0 14312 7.7500 Q titanic_train NA NA NA NA Kelly, Miss. Mary 1 22 Q
575 0 3 Rush, Mr. Alfred George John male 16.00 0 0 A/4. 20589 8.0500 S titanic_train NA NA NA NA NA NA NA NA
576 0 3 Patchett, Mr. George male 19.00 0 0 358585 14.5000 S titanic_train NA NA NA NA NA NA NA NA
577 1 2 Garside, Miss. Ethel female 34.00 0 0 243880 13.0000 S titanic_train NA NA NA NA NA NA NA NA
578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.00 1 0 13507 55.9000 S titanic_train NA NA NA NA NA NA NA NA
579 0 3 Caram, Mrs. Joseph (Maria Elias) female 18.00 1 0 2689 14.4583 C titanic_train NA NA NA NA Caram, Mrs. Joseph (Maria Elias) 0 18 C
580 1 3 Jussila, Mr. Eiriik male 32.00 0 0 STON/O 2. 3101286 7.9250 S titanic_train NA NA NA NA NA NA NA NA
581 1 2 Christy, Miss. Julie Rachel female 25.00 1 1 237789 30.0000 S titanic_train NA NA NA NA NA NA NA NA
582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.00 1 1 17421 110.8833 C titanic_train NA NA NA NA NA NA NA NA
583 0 2 Downton, Mr. William James male 54.00 0 0 28403 26.0000 S titanic_train NA NA NA NA NA NA NA NA
584 0 1 Ross, Mr. John Hugo male 36.00 0 0 13049 40.1250 C titanic_train NA NA NA NA NA NA NA NA
585 0 3 Paulner, Mr. Uscher male 16.00 0 0 3411 8.7125 C titanic_train NA NA NA NA Paulner, Mr. Uscher 0 16 C
586 1 1 Taussig, Miss. Ruth female 18.00 0 2 110413 79.6500 S titanic_train NA NA NA NA NA NA NA NA
587 0 2 Jarvis, Mr. John Denzil male 47.00 0 0 237565 15.0000 S titanic_train NA NA NA NA NA NA NA NA
588 1 1 Frolicher-Stehli, Mr. Maxmillian male 60.00 1 1 13567 79.2000 C titanic_train NA NA NA NA NA NA NA NA
589 0 3 Gilinski, Mr. Eliezer male 22.00 0 0 14973 8.0500 S titanic_train NA NA NA NA NA NA NA NA
590 0 3 Murdlin, Mr. Joseph male 22.00 0 0 A./5. 3235 8.0500 S titanic_train NA NA NA NA Murdlin, Mr. Joseph 0 22 S
591 0 3 Rintamaki, Mr. Matti male 35.00 0 0 STON/O 2. 3101273 7.1250 S titanic_train NA NA NA NA NA NA NA NA
592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.00 1 0 36947 78.2667 C titanic_train NA NA NA NA NA NA NA NA
593 0 3 Elsbury, Mr. William James male 47.00 0 0 A/5 3902 7.2500 S titanic_train NA NA NA NA NA NA NA NA
594 0 3 Bourke, Miss. Mary female 40.00 0 2 364848 7.7500 Q titanic_train NA NA NA NA Bourke, Miss. Mary 0 40 Q
595 0 2 Chapman, Mr. John Henry male 37.00 1 0 SC/AH 29037 26.0000 S titanic_train NA NA NA NA NA NA NA NA
596 0 3 Van Impe, Mr. Jean Baptiste male 36.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
597 1 2 Leitch, Miss. Jessie Wills female 31.00 0 0 248727 33.0000 S titanic_train NA NA NA NA Leitch, Miss. Jessie Wills 1 31 S
598 0 3 Johnson, Mr. Alfred male 49.00 0 0 LINE 0.0000 S titanic_train NA NA NA NA NA NA NA NA
599 0 3 Boulos, Mr. Hanna male 18.00 0 0 2664 7.2250 C titanic_train NA NA NA NA Boulos, Mr. Hanna 0 18 C
600 1 1 Duff Gordon, Sir. Cosmo Edmund (“Mr Morgan”) male 49.00 1 0 PC 17485 56.9292 C titanic_train NA NA NA NA NA NA NA NA
601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 2 1 243847 27.0000 S titanic_train NA NA NA NA NA NA NA NA
602 0 3 Slabenoff, Mr. Petco male 42.00 0 0 349214 7.8958 S titanic_train NA NA NA NA Slabenoff, Mr. Petco 0 42 S
603 0 1 Harrington, Mr. Charles H male 37.00 0 0 113796 42.4000 S titanic_train NA NA NA NA Harrington, Mr. Charles H 0 37 S
604 0 3 Torber, Mr. Ernst William male 44.00 0 0 364511 8.0500 S titanic_train NA NA NA NA NA NA NA NA
605 1 1 Homer, Mr. Harry (“Mr E Haven”) male 35.00 0 0 111426 26.5500 C titanic_train NA NA NA NA NA NA NA NA
606 0 3 Lindell, Mr. Edvard Bengtsson male 36.00 1 0 349910 15.5500 S titanic_train NA NA NA NA NA NA NA NA
607 0 3 Karaic, Mr. Milan male 30.00 0 0 349246 7.8958 S titanic_train NA NA NA NA NA NA NA NA
608 1 1 Daniel, Mr. Robert Williams male 27.00 0 0 113804 30.5000 S titanic_train NA NA NA NA NA NA NA NA
609 1 2 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue) female 22.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
610 1 1 Shutes, Miss. Elizabeth W female 40.00 0 0 PC 17582 153.4625 S titanic_train NA NA NA NA NA NA NA NA
611 0 3 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.00 1 5 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
612 0 3 Jardin, Mr. Jose Neto male 21.00 0 0 SOTON/O.Q. 3101305 7.0500 S titanic_train NA NA NA NA Jardin, Mr. Jose Neto 0 21 S
613 1 3 Murphy, Miss. Margaret Jane female 25.00 1 0 367230 15.5000 Q titanic_train NA NA NA NA Murphy, Miss. Margaret Jane 1 25 Q
614 0 3 Horgan, Mr. John male 22.00 0 0 370377 7.7500 Q titanic_train NA NA NA NA Horgan, Mr. John 0 22 Q
615 0 3 Brocklebank, Mr. William Alfred male 35.00 0 0 364512 8.0500 S titanic_train NA NA NA NA NA NA NA NA
616 1 2 Herman, Miss. Alice female 24.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
617 0 3 Danbom, Mr. Ernst Gilbert male 34.00 1 1 347080 14.4000 S titanic_train NA NA NA NA NA NA NA NA
618 0 3 Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.00 1 0 A/5. 3336 16.1000 S titanic_train NA NA NA NA NA NA NA NA
619 1 2 Becker, Miss. Marion Louise female 4.00 2 1 230136 39.0000 S titanic_train NA NA NA NA NA NA NA NA
620 0 2 Gavey, Mr. Lawrence male 26.00 0 0 31028 10.5000 S titanic_train NA NA NA NA NA NA NA NA
621 0 3 Yasbeck, Mr. Antoni male 27.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
622 1 1 Kimball, Mr. Edwin Nelson Jr male 42.00 1 0 11753 52.5542 S titanic_train NA NA NA NA NA NA NA NA
623 1 3 Nakid, Mr. Sahid male 20.00 1 1 2653 15.7417 C titanic_train NA NA NA NA NA NA NA NA
624 0 3 Hansen, Mr. Henry Damsgaard male 21.00 0 0 350029 7.8542 S titanic_train NA NA NA NA NA NA NA NA
625 0 3 Bowen, Mr. David John “Dai” male 21.00 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
626 0 1 Sutton, Mr. Frederick male 61.00 0 0 36963 32.3208 S titanic_train NA NA NA NA NA NA NA NA
627 0 2 Kirkland, Rev. Charles Leonard male 57.00 0 0 219533 12.3500 Q titanic_train NA NA NA NA NA NA NA NA
628 1 1 Longley, Miss. Gretchen Fiske female 21.00 0 0 13502 77.9583 S titanic_train NA NA NA NA NA NA NA NA
629 0 3 Bostandyeff, Mr. Guentcho male 26.00 0 0 349224 7.8958 S titanic_train NA NA NA NA NA NA NA NA
630 0 3 O’Connell, Mr. Patrick D male 18.00 0 0 334912 7.7333 Q titanic_train NA NA NA NA O’Connell, Mr. Patrick D 0 18 Q
631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.00 0 0 27042 30.0000 S titanic_train NA NA NA NA NA NA NA NA
632 0 3 Lundahl, Mr. Johan Svensson male 51.00 0 0 347743 7.0542 S titanic_train NA NA NA NA NA NA NA NA
633 1 1 Stahelin-Maeglin, Dr. Max male 32.00 0 0 13214 30.5000 C titanic_train NA NA NA NA NA NA NA NA
634 0 1 Parr, Mr. William Henry Marsh male 29.00 0 0 112052 0.0000 S titanic_train NA NA NA NA Parr, Mr. William Henry Marsh 0 29 S
635 0 3 Skoog, Miss. Mabel female 9.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
636 1 2 Davis, Miss. Mary female 28.00 0 0 237668 13.0000 S titanic_train NA NA NA NA NA NA NA NA
637 0 3 Leinonen, Mr. Antti Gustaf male 32.00 0 0 STON/O 2. 3101292 7.9250 S titanic_train NA NA NA NA NA NA NA NA
638 0 2 Collyer, Mr. Harvey male 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.00 0 5 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
640 0 3 Thorneycroft, Mr. Percival male 36.00 1 0 376564 16.1000 S titanic_train NA NA NA NA Thorneycroft, Mr. Percival 0 36 S
641 0 3 Jensen, Mr. Hans Peder male 20.00 0 0 350050 7.8542 S titanic_train NA NA NA NA NA NA NA NA
642 1 1 Sagesser, Mlle. Emma female 24.00 0 0 PC 17477 69.3000 C titanic_train NA NA NA NA NA NA NA NA
643 0 3 Skoog, Miss. Margit Elizabeth female 2.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
644 1 3 Foo, Mr. Choong male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Foo, Mr. Choong 1 32 S
645 1 3 Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
646 1 1 Harper, Mr. Henry Sleeper male 48.00 1 0 PC 17572 76.7292 C titanic_train NA NA NA NA NA NA NA NA
647 0 3 Cor, Mr. Liudevit male 19.00 0 0 349231 7.8958 S titanic_train NA NA NA NA NA NA NA NA
648 1 1 Simonius-Blumer, Col. Oberst Alfons male 56.00 0 0 13213 35.5000 C titanic_train NA NA NA NA NA NA NA NA
649 0 3 Willey, Mr. Edward male 20.00 0 0 S.O./P.P. 751 7.5500 S titanic_train NA NA NA NA Willey, Mr. Edward 0 20 S
650 1 3 Stanley, Miss. Amy Zillah Elsie female 23.00 0 0 CA. 2314 7.5500 S titanic_train NA NA NA NA NA NA NA NA
651 0 3 Mitkoff, Mr. Mito male 23.00 0 0 349221 7.8958 S titanic_train NA NA NA NA Mitkoff, Mr. Mito 0 23 S
652 1 2 Doling, Miss. Elsie female 18.00 0 1 231919 23.0000 S titanic_train NA NA NA NA NA NA NA NA
653 0 3 Kalvik, Mr. Johannes Halvorsen male 21.00 0 0 8475 8.4333 S titanic_train NA NA NA NA NA NA NA NA
654 1 3 O’Leary, Miss. Hanora “Norah” female 16.00 0 0 330919 7.8292 Q titanic_train NA NA NA NA O’Leary, Miss. Hanora “Norah” 1 16 Q
655 0 3 Hegarty, Miss. Hanora “Nora” female 18.00 0 0 365226 6.7500 Q titanic_train NA NA NA NA NA NA NA NA
656 0 2 Hickman, Mr. Leonard Mark male 24.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
657 0 3 Radeff, Mr. Alexander male 27.00 0 0 349223 7.8958 S titanic_train NA NA NA NA Radeff, Mr. Alexander 0 27 S
658 0 3 Bourke, Mrs. John (Catherine) female 32.00 1 1 364849 15.5000 Q titanic_train NA NA NA NA NA NA NA NA
659 0 2 Eitemiller, Mr. George Floyd male 23.00 0 0 29751 13.0000 S titanic_train NA NA NA NA NA NA NA NA
660 0 1 Newell, Mr. Arthur Webster male 58.00 0 2 35273 113.2750 C titanic_train NA NA NA NA NA NA NA NA
661 1 1 Frauenthal, Dr. Henry William male 50.00 2 0 PC 17611 133.6500 S titanic_train NA NA NA NA NA NA NA NA
662 0 3 Badt, Mr. Mohamed male 40.00 0 0 2623 7.2250 C titanic_train NA NA NA NA NA NA NA NA
663 0 1 Colley, Mr. Edward Pomeroy male 47.00 0 0 5727 25.5875 S titanic_train NA NA NA NA NA NA NA NA
664 0 3 Coleff, Mr. Peju male 36.00 0 0 349210 7.4958 S titanic_train NA NA NA NA NA NA NA NA
665 1 3 Lindqvist, Mr. Eino William male 20.00 1 0 STON/O 2. 3101285 7.9250 S titanic_train NA NA NA NA NA NA NA NA
666 0 2 Hickman, Mr. Lewis male 32.00 2 0 S.O.C. 14879 73.5000 S titanic_train NA NA NA NA NA NA NA NA
667 0 2 Butler, Mr. Reginald Fenton male 25.00 0 0 234686 13.0000 S titanic_train NA NA NA NA NA NA NA NA
668 0 3 Rommetvedt, Mr. Knud Paust male 49.00 0 0 312993 7.7750 S titanic_train NA NA NA NA Rommetvedt, Mr. Knud Paust 0 49 S
669 0 3 Cook, Mr. Jacob male 43.00 0 0 A/5 3536 8.0500 S titanic_train NA NA NA NA NA NA NA NA
670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female 49.00 1 0 19996 52.0000 S titanic_train NA NA NA NA Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) 1 49 S
671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
672 0 1 Davidson, Mr. Thornton male 31.00 1 0 F.C. 12750 52.0000 S titanic_train NA NA NA NA NA NA NA NA
673 0 2 Mitchell, Mr. Henry Michael male 70.00 0 0 C.A. 24580 10.5000 S titanic_train NA NA NA NA NA NA NA NA
674 1 2 Wilhelms, Mr. Charles male 31.00 0 0 244270 13.0000 S titanic_train NA NA NA NA NA NA NA NA
675 0 2 Watson, Mr. Ennis Hastings male 18.00 0 0 239856 0.0000 S titanic_train NA NA NA NA Watson, Mr. Ennis Hastings 0 18 S
676 0 3 Edvardsson, Mr. Gustaf Hjalmar male 18.00 0 0 349912 7.7750 S titanic_train NA NA NA NA NA NA NA NA
677 0 3 Sawyer, Mr. Frederick Charles male 24.50 0 0 342826 8.0500 S titanic_train NA NA NA NA NA NA NA NA
678 1 3 Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.8417 S titanic_train NA NA NA NA NA NA NA NA
679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 1 6 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
680 1 1 Cardeza, Mr. Thomas Drake Martinez male 36.00 0 1 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
681 0 3 Peters, Miss. Katie female 27.00 0 0 330935 8.1375 Q titanic_train NA NA NA NA Peters, Miss. Katie 0 27 Q
682 1 1 Hassab, Mr. Hammad male 27.00 0 0 PC 17572 76.7292 C titanic_train NA NA NA NA NA NA NA NA
683 0 3 Olsvigen, Mr. Thor Anderson male 20.00 0 0 6563 9.2250 S titanic_train NA NA NA NA NA NA NA NA
684 0 3 Goodwin, Mr. Charles Edward male 14.00 5 2 CA 2144 46.9000 S titanic_train NA NA NA NA NA NA NA NA
685 0 2 Brown, Mr. Thomas William Solomon male 60.00 1 1 29750 39.0000 S titanic_train NA NA NA NA NA NA NA NA
686 0 2 Laroche, Mr. Joseph Philippe Lemercier male 25.00 1 2 SC/Paris 2123 41.5792 C titanic_train NA NA NA NA NA NA NA NA
687 0 3 Panula, Mr. Jaako Arnold male 14.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
688 0 3 Dakic, Mr. Branko male 19.00 0 0 349228 10.1708 S titanic_train NA NA NA NA NA NA NA NA
689 0 3 Fischer, Mr. Eberhard Thelander male 18.00 0 0 350036 7.7958 S titanic_train NA NA NA NA NA NA NA NA
690 1 1 Madill, Miss. Georgette Alexandra female 15.00 0 1 24160 211.3375 S titanic_train NA NA NA NA NA NA NA NA
691 1 1 Dick, Mr. Albert Adrian male 31.00 1 0 17474 57.0000 S titanic_train NA NA NA NA NA NA NA NA
692 1 3 Karun, Miss. Manca female 4.00 0 1 349256 13.4167 C titanic_train NA NA NA NA NA NA NA NA
693 1 3 Lam, Mr. Ali male 38.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Ali 1 38 S
694 0 3 Saad, Mr. Khalil male 25.00 0 0 2672 7.2250 C titanic_train NA NA NA NA NA NA NA NA
695 0 1 Weir, Col. John male 60.00 0 0 113800 26.5500 S titanic_train NA NA NA NA NA NA NA NA
696 0 2 Chapman, Mr. Charles Henry male 52.00 0 0 248731 13.5000 S titanic_train NA NA NA NA NA NA NA NA
697 0 3 Kelly, Mr. James male 44.00 0 0 363592 8.0500 S titanic_train NA NA NA NA NA NA NA NA
698 1 3 Mullens, Miss. Katherine “Katie” female 21.00 0 0 35852 7.7333 Q titanic_train NA NA NA NA Mullens, Miss. Katherine “Katie” 1 21 Q
699 0 1 Thayer, Mr. John Borland male 49.00 1 1 17421 110.8833 C titanic_train NA NA NA NA NA NA NA NA
700 0 3 Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.00 0 0 348121 7.6500 S titanic_train NA NA NA NA NA NA NA NA
701 1 1 Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.00 1 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
702 1 1 Silverthorne, Mr. Spencer Victor male 35.00 0 0 PC 17475 26.2875 S titanic_train NA NA NA NA NA NA NA NA
703 0 3 Barbara, Miss. Saiide female 18.00 0 1 2691 14.4542 C titanic_train NA NA NA NA NA NA NA NA
704 0 3 Gallagher, Mr. Martin male 25.00 0 0 36864 7.7417 Q titanic_train NA NA NA NA NA NA NA NA
705 0 3 Hansen, Mr. Henrik Juul male 26.00 1 0 350025 7.8542 S titanic_train NA NA NA NA NA NA NA NA
706 0 2 Morley, Mr. Henry Samuel (“Mr Henry Marshall”) male 39.00 0 0 250655 26.0000 S titanic_train NA NA NA NA NA NA NA NA
707 1 2 Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.5000 S titanic_train NA NA NA NA NA NA NA NA
708 1 1 Calderhead, Mr. Edward Pennington male 42.00 0 0 PC 17476 26.2875 S titanic_train NA NA NA NA NA NA NA NA
709 1 1 Cleaver, Miss. Alice female 22.00 0 0 113781 151.5500 S titanic_train NA NA NA NA NA NA NA NA
710 1 3 Moubarek, Master. Halim Gonios (“William George”) male 4.00 1 1 2661 15.2458 C titanic_train NA NA NA NA Moubarek, Master. Halim Gonios (“William George”) 1 4 C
711 1 1 Mayne, Mlle. Berthe Antonine (“Mrs de Villiers”) female 24.00 0 0 PC 17482 49.5042 C titanic_train NA NA NA NA NA NA NA NA
712 0 1 Klaber, Mr. Herman male 41.00 0 0 113028 26.5500 S titanic_train NA NA NA NA Klaber, Mr. Herman 0 41 S
713 1 1 Taylor, Mr. Elmer Zebley male 48.00 1 0 19996 52.0000 S titanic_train NA NA NA NA NA NA NA NA
714 0 3 Larsson, Mr. August Viktor male 29.00 0 0 7545 9.4833 S titanic_train NA NA NA NA NA NA NA NA
715 0 2 Greenberg, Mr. Samuel male 52.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
716 0 3 Soholt, Mr. Peter Andreas Lauritz Andersen male 19.00 0 0 348124 7.6500 S titanic_train NA NA NA NA NA NA NA NA
717 1 1 Endres, Miss. Caroline Louise female 38.00 0 0 PC 17757 227.5250 C titanic_train NA NA NA NA NA NA NA NA
718 1 2 Troutt, Miss. Edwina Celia “Winnie” female 27.00 0 0 34218 10.5000 S titanic_train NA NA NA NA NA NA NA NA
719 0 3 McEvoy, Mr. Michael male 20.00 0 0 36568 15.5000 Q titanic_train NA NA NA NA McEvoy, Mr. Michael 0 20 Q
720 0 3 Johnson, Mr. Malkolm Joackim male 33.00 0 0 347062 7.7750 S titanic_train NA NA NA NA NA NA NA NA
721 1 2 Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
722 0 3 Jensen, Mr. Svend Lauritz male 17.00 1 0 350048 7.0542 S titanic_train NA NA NA NA NA NA NA NA
723 0 2 Gillespie, Mr. William Henry male 34.00 0 0 12233 13.0000 S titanic_train NA NA NA NA NA NA NA NA
724 0 2 Hodges, Mr. Henry Price male 50.00 0 0 250643 13.0000 S titanic_train NA NA NA NA NA NA NA NA
725 1 1 Chambers, Mr. Norman Campbell male 27.00 1 0 113806 53.1000 S titanic_train NA NA NA NA NA NA NA NA
726 0 3 Oreskovic, Mr. Luka male 20.00 0 0 315094 8.6625 S titanic_train NA NA NA NA NA NA NA NA
727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.0000 S titanic_train NA NA NA NA NA NA NA NA
728 1 3 Mannion, Miss. Margareth female 28.00 0 0 36866 7.7375 Q titanic_train NA NA NA NA Mannion, Miss. Margareth 1 28 Q
729 0 2 Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 1 0 236853 26.0000 S titanic_train NA NA NA NA NA NA NA NA
730 0 3 Ilmakangas, Miss. Pieta Sofia female 25.00 1 0 STON/O2. 3101271 7.9250 S titanic_train NA NA NA NA NA NA NA NA
731 1 1 Allen, Miss. Elisabeth Walton female 29.00 0 0 24160 211.3375 S titanic_train NA NA NA NA NA NA NA NA
732 0 3 Hassan, Mr. Houssein G N male 11.00 0 0 2699 18.7875 C titanic_train NA NA NA NA NA NA NA NA
733 0 2 Knight, Mr. Robert J male 42.00 0 0 239855 0.0000 S titanic_train NA NA NA NA Knight, Mr. Robert J 0 42 S
734 0 2 Berriman, Mr. William John male 23.00 0 0 28425 13.0000 S titanic_train NA NA NA NA NA NA NA NA
735 0 2 Troupiansky, Mr. Moses Aaron male 23.00 0 0 233639 13.0000 S titanic_train NA NA NA NA NA NA NA NA
736 0 3 Williams, Mr. Leslie male 28.50 0 0 54636 16.1000 S titanic_train NA NA NA NA NA NA NA NA
737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.3750 S titanic_train NA NA NA NA NA NA NA NA
738 1 1 Lesurer, Mr. Gustave J male 35.00 0 0 PC 17755 512.3292 C titanic_train NA NA NA NA NA NA NA NA
739 0 3 Ivanoff, Mr. Kanio male 20.00 0 0 349201 7.8958 S titanic_train NA NA NA NA Ivanoff, Mr. Kanio 0 20 S
740 0 3 Nankoff, Mr. Minko male 32.00 0 0 349218 7.8958 S titanic_train NA NA NA NA Nankoff, Mr. Minko 0 32 S
741 1 1 Hawksford, Mr. Walter James male 42.00 0 0 16988 30.0000 S titanic_train NA NA NA NA Hawksford, Mr. Walter James 1 42 S
742 0 1 Cavendish, Mr. Tyrell William male 36.00 1 0 19877 78.8500 S titanic_train NA NA NA NA NA NA NA NA
743 1 1 Ryerson, Miss. Susan Parker “Suzette” female 21.00 2 2 PC 17608 262.3750 C titanic_train NA NA NA NA NA NA NA NA
744 0 3 McNamee, Mr. Neal male 24.00 1 0 376566 16.1000 S titanic_train NA NA NA NA NA NA NA NA
745 1 3 Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.9250 S titanic_train NA NA NA NA NA NA NA NA
746 0 1 Crosby, Capt. Edward Gifford male 70.00 1 1 WE/P 5735 71.0000 S titanic_train NA NA NA NA NA NA NA NA
747 0 3 Abbott, Mr. Rossmore Edward male 16.00 1 1 C.A. 2673 20.2500 S titanic_train NA NA NA NA NA NA NA NA
748 1 2 Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.0000 S titanic_train NA NA NA NA NA NA NA NA
749 0 1 Marvin, Mr. Daniel Warner male 19.00 1 0 113773 53.1000 S titanic_train NA NA NA NA NA NA NA NA
750 0 3 Connaghton, Mr. Michael male 31.00 0 0 335097 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
751 1 2 Wells, Miss. Joan female 4.00 1 1 29103 23.0000 S titanic_train NA NA NA NA NA NA NA NA
752 1 3 Moor, Master. Meier male 6.00 0 1 392096 12.4750 S titanic_train NA NA NA NA NA NA NA NA
753 0 3 Vande Velde, Mr. Johannes Joseph male 33.00 0 0 345780 9.5000 S titanic_train NA NA NA NA NA NA NA NA
754 0 3 Jonkoff, Mr. Lalio male 23.00 0 0 349204 7.8958 S titanic_train NA NA NA NA NA NA NA NA
755 1 2 Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.0000 S titanic_train NA NA NA NA NA NA NA NA
756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S titanic_train NA NA NA NA NA NA NA NA
757 0 3 Carlsson, Mr. August Sigfrid male 28.00 0 0 350042 7.7958 S titanic_train NA NA NA NA NA NA NA NA
758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.5000 S titanic_train NA NA NA NA NA NA NA NA
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.0500 S titanic_train NA NA NA NA NA NA NA NA
760 1 1 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.5000 S titanic_train NA NA NA NA NA NA NA NA
761 0 3 Garfirth, Mr. John male 22.00 0 0 358585 14.5000 S titanic_train NA NA NA NA Garfirth, Mr. John 0 22 S
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.1250 S titanic_train NA NA NA NA NA NA NA NA
763 1 3 Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C titanic_train NA NA NA NA NA NA NA NA
764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.7750 S titanic_train NA NA NA NA NA NA NA NA
766 1 1 Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.9583 S titanic_train NA NA NA NA NA NA NA NA
767 0 1 Brewe, Dr. Arthur Jackson male 45.00 0 0 112379 39.6000 C titanic_train NA NA NA NA Brewe, Dr. Arthur Jackson 0 45 C
768 0 3 Mangan, Miss. Mary female 30.50 0 0 364850 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
769 0 3 Moran, Mr. Daniel J male 28.00 1 0 371110 24.1500 Q titanic_train NA NA NA NA Moran, Mr. Daniel J 0 28 Q
770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.3625 S titanic_train NA NA NA NA NA NA NA NA
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.5000 S titanic_train NA NA NA NA NA NA NA NA
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.8542 S titanic_train NA NA NA NA NA NA NA NA
773 0 2 Mack, Mrs. (Mary) female 57.00 0 0 S.O./P.P. 3 10.5000 S titanic_train NA NA NA NA NA NA NA NA
774 0 3 Elias, Mr. Dibo male 29.00 0 0 2674 7.2250 C titanic_train NA NA NA NA Elias, Mr. Dibo 0 29 C
775 1 2 Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.0000 S titanic_train NA NA NA NA NA NA NA NA
776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.7500 S titanic_train NA NA NA NA NA NA NA NA
777 0 3 Tobin, Mr. Roger male 20.00 0 0 383121 7.7500 Q titanic_train NA NA NA NA Tobin, Mr. Roger 0 20 Q
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S titanic_train NA NA NA NA NA NA NA NA
779 0 3 Kilgannon, Mr. Thomas J male 21.00 0 0 36865 7.7375 Q titanic_train NA NA NA NA Kilgannon, Mr. Thomas J 0 21 Q
780 1 1 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.3375 S titanic_train NA NA NA NA NA NA NA NA
781 1 3 Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C titanic_train NA NA NA NA NA NA NA NA
782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.0000 S titanic_train NA NA NA NA NA NA NA NA
783 0 1 Long, Mr. Milton Clyde male 29.00 0 0 113501 30.0000 S titanic_train NA NA NA NA NA NA NA NA
784 0 3 Johnston, Mr. Andrew G male 35.00 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Mr. Andrew G 0 35 S
785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S titanic_train NA NA NA NA NA NA NA NA
786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.00 0 0 374887 7.2500 S titanic_train NA NA NA NA NA NA NA NA
787 1 3 Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.4958 S titanic_train NA NA NA NA NA NA NA NA
788 0 3 Rice, Master. George Hugh male 8.00 4 1 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
789 1 3 Dean, Master. Bertram Vere male 1.00 1 2 C.A. 2315 20.5750 S titanic_train NA NA NA NA NA NA NA NA
790 0 1 Guggenheim, Mr. Benjamin male 46.00 0 0 PC 17593 79.2000 C titanic_train NA NA NA NA NA NA NA NA
791 0 3 Keane, Mr. Andrew “Andy” male 23.00 0 0 12460 7.7500 Q titanic_train NA NA NA NA Keane, Mr. Andrew “Andy” 0 23 Q
792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.0000 S titanic_train NA NA NA NA NA NA NA NA
793 0 3 Sage, Miss. Stella Anna female 20.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Stella Anna 0 20 S
794 0 1 Hoyt, Mr. William Fisher male 43.00 0 0 PC 17600 30.6958 C titanic_train NA NA NA NA Hoyt, Mr. William Fisher 0 43 C
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.8958 S titanic_train NA NA NA NA NA NA NA NA
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.0000 S titanic_train NA NA NA NA NA NA NA NA
797 1 1 Leader, Dr. Alice (Farnham) female 49.00 0 0 17465 25.9292 S titanic_train NA NA NA NA NA NA NA NA
798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S titanic_train NA NA NA NA NA NA NA NA
799 0 3 Ibrahim Shawah, Mr. Yousseff male 30.00 0 0 2685 7.2292 C titanic_train NA NA NA NA NA NA NA NA
800 0 3 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 1 1 345773 24.1500 S titanic_train NA NA NA NA NA NA NA NA
801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.0000 S titanic_train NA NA NA NA NA NA NA NA
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S titanic_train NA NA NA NA NA NA NA NA
803 1 1 Carter, Master. William Thornton II male 11.00 1 2 113760 120.0000 S titanic_train NA NA NA NA NA NA NA NA
804 1 3 Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C titanic_train NA NA NA NA NA NA NA NA
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S titanic_train NA NA NA NA NA NA NA NA
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.7750 S titanic_train NA NA NA NA NA NA NA NA
807 0 1 Andrews, Mr. Thomas Jr male 39.00 0 0 112050 0.0000 S titanic_train NA NA NA NA NA NA NA NA
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.7750 S titanic_train NA NA NA NA NA NA NA NA
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.0000 S titanic_train NA NA NA NA NA NA NA NA
810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.1000 S titanic_train NA NA NA NA NA NA NA NA
811 0 3 Alexander, Mr. William male 26.00 0 0 3474 7.8875 S titanic_train NA NA NA NA NA NA NA NA
812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.1500 S titanic_train NA NA NA NA NA NA NA NA
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.5000 S titanic_train NA NA NA NA NA NA NA NA
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.0500 S titanic_train NA NA NA NA NA NA NA NA
816 0 1 Fry, Mr. Richard male 39.00 0 0 112058 0.0000 S titanic_train NA NA NA NA Fry, Mr. Richard 0 39 S
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.9250 S titanic_train NA NA NA NA NA NA NA NA
818 0 2 Mallet, Mr. Albert male 31.00 1 1 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.4500 S titanic_train NA NA NA NA NA NA NA NA
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.9000 S titanic_train NA NA NA NA NA NA NA NA
821 1 1 Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 1 1 12749 93.5000 S titanic_train NA NA NA NA NA NA NA NA
822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S titanic_train NA NA NA NA NA NA NA NA
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.0000 S titanic_train NA NA NA NA NA NA NA NA
824 1 3 Moor, Mrs. (Beila) female 27.00 0 1 392096 12.4750 S titanic_train NA NA NA NA NA NA NA NA
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.6875 S titanic_train NA NA NA NA NA NA NA NA
826 0 3 Flynn, Mr. John male 48.00 0 0 368323 6.9500 Q titanic_train NA NA NA NA Flynn, Mr. John 0 48 Q
827 0 3 Lam, Mr. Len male 23.00 0 0 1601 56.4958 S titanic_train NA NA NA NA Lam, Mr. Len 0 23 S
828 1 2 Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C titanic_train NA NA NA NA NA NA NA NA
829 1 3 McCormack, Mr. Thomas Joseph male 19.00 0 0 367228 7.7500 Q titanic_train NA NA NA NA McCormack, Mr. Thomas Joseph 1 19 Q
830 1 1 Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 S titanic_train NA NA NA NA Stone, Mrs. George Nelson (Martha Evelyn) 1 61 S
831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C titanic_train NA NA NA NA NA NA NA NA
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S titanic_train NA NA NA NA NA NA NA NA
833 0 3 Saad, Mr. Amin male 30.00 0 0 2671 7.2292 C titanic_train NA NA NA NA Saad, Mr. Amin 0 30 C
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.8542 S titanic_train NA NA NA NA NA NA NA NA
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.3000 S titanic_train NA NA NA NA NA NA NA NA
836 1 1 Compton, Miss. Sara Rebecca female 39.00 1 1 PC 17756 83.1583 C titanic_train NA NA NA NA NA NA NA NA
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.6625 S titanic_train NA NA NA NA NA NA NA NA
838 0 3 Sirota, Mr. Maurice male 19.00 0 0 392092 8.0500 S titanic_train NA NA NA NA Sirota, Mr. Maurice 0 19 S
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S titanic_train NA NA NA NA NA NA NA NA
840 1 1 Marechal, Mr. Pierre male 29.00 0 0 11774 29.7000 C titanic_train NA NA NA NA Marechal, Mr. Pierre 1 29 C
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.9250 S titanic_train NA NA NA NA NA NA NA NA
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.5000 S titanic_train NA NA NA NA NA NA NA NA
843 1 1 Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C titanic_train NA NA NA NA NA NA NA NA
844 0 3 Lemberopolous, Mr. Peter L male 34.50 0 0 2683 6.4375 C titanic_train NA NA NA NA NA NA NA NA
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.6625 S titanic_train NA NA NA NA NA NA NA NA
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.5500 S titanic_train NA NA NA NA NA NA NA NA
847 0 3 Sage, Mr. Douglas Bullen male 18.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Mr. Douglas Bullen 0 18 S
848 0 3 Markoff, Mr. Marin male 35.00 0 0 349213 7.8958 C titanic_train NA NA NA NA NA NA NA NA
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.0000 S titanic_train NA NA NA NA NA NA NA NA
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female 46.00 1 0 17453 89.1042 C titanic_train NA NA NA NA Goldenberg, Mrs. Samuel L (Edwiga Grabowska) 1 46 C
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.2750 S titanic_train NA NA NA NA NA NA NA NA
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.7750 S titanic_train NA NA NA NA NA NA NA NA
853 0 3 Boulos, Miss. Nourelain female 9.00 1 1 2678 15.2458 C titanic_train NA NA NA NA NA NA NA NA
854 1 1 Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.4000 S titanic_train NA NA NA NA NA NA NA NA
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.0000 S titanic_train NA NA NA NA NA NA NA NA
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S titanic_train NA NA NA NA NA NA NA NA
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S titanic_train NA NA NA NA NA NA NA NA
858 1 1 Daly, Mr. Peter Denis male 51.00 0 0 113055 26.5500 S titanic_train NA NA NA NA NA NA NA NA
859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C titanic_train NA NA NA NA NA NA NA NA
860 0 3 Razi, Mr. Raihed male 32.00 0 0 2629 7.2292 C titanic_train NA NA NA NA Razi, Mr. Raihed 0 32 C
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.1083 S titanic_train NA NA NA NA NA NA NA NA
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.5000 S titanic_train NA NA NA NA NA NA NA NA
863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.9292 S titanic_train NA NA NA NA NA NA NA NA
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female 14.00 8 2 CA. 2343 69.5500 S titanic_train NA NA NA NA Sage, Miss. Dorothy Edith “Dolly” 0 14 S
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.0000 S titanic_train NA NA NA NA NA NA NA NA
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S titanic_train NA NA NA NA NA NA NA NA
867 1 2 Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C titanic_train NA NA NA NA NA NA NA NA
868 0 1 Roebling, Mr. Washington Augustus II male 31.00 0 0 PC 17590 50.4958 S titanic_train NA NA NA NA NA NA NA NA
869 0 3 van Melkebeke, Mr. Philemon male 23.00 0 0 345777 9.5000 S titanic_train NA NA NA NA van Melkebeke, Mr. Philemon 0 23 S
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S titanic_train NA NA NA NA NA NA NA NA
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.8958 S titanic_train NA NA NA NA NA NA NA NA
872 1 1 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.5542 S titanic_train NA NA NA NA NA NA NA NA
873 0 1 Carlsson, Mr. Frans Olof male 33.00 0 0 695 5.0000 S titanic_train NA NA NA NA NA NA NA NA
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.0000 S titanic_train NA NA NA NA NA NA NA NA
875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C titanic_train NA NA NA NA NA NA NA NA
876 1 3 Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C titanic_train NA NA NA NA NA NA NA NA
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.8458 S titanic_train NA NA NA NA NA NA NA NA
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.8958 S titanic_train NA NA NA NA NA NA NA NA
879 0 3 Laleff, Mr. Kristo male 23.00 0 0 349217 7.8958 S titanic_train NA NA NA NA Laleff, Mr. Kristo 0 23 S
880 1 1 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 0 1 11767 83.1583 C titanic_train NA NA NA NA NA NA NA NA
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S titanic_train NA NA NA NA NA NA NA NA
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.8958 S titanic_train NA NA NA NA NA NA NA NA
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.5167 S titanic_train NA NA NA NA NA NA NA NA
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.5000 S titanic_train NA NA NA NA NA NA NA NA
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.0500 S titanic_train NA NA NA NA NA NA NA NA
886 0 3 Rice, Mrs. William (Margaret Norton) female 39.00 0 5 382652 29.1250 Q titanic_train NA NA NA NA NA NA NA NA
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.0000 S titanic_train NA NA NA NA NA NA NA NA
888 1 1 Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.0000 S titanic_train NA NA NA NA NA NA NA NA
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female 7.00 1 2 W./C. 6607 23.4500 S titanic_train NA NA NA NA Johnston, Miss. Catherine Helen “Carrie” 0 7 S
890 1 1 Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C titanic_train NA NA NA NA NA NA NA NA
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q titanic_train NA NA NA NA NA NA NA NA
892 0 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q titanic_test Kelly, Mr. James 0 34.50 7.8292 NA NA NA NA
893 1 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S titanic_test Wilkes, Mrs. James (Ellen Needs) 1 47.00 7.0000 NA NA NA NA
894 0 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q titanic_test Myles, Mr. Thomas Francis 0 62.00 9.6875 NA NA NA NA
895 0 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S titanic_test Wirz, Mr. Albert 0 27.00 8.6625 NA NA NA NA
896 1 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S titanic_test Hirvonen, Mrs. Alexander (Helga E Lindqvist) 1 22.00 12.2875 NA NA NA NA
897 1 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S titanic_test Svensson, Mr. Johan Cervin 1 14.00 9.2250 NA NA NA NA
898 1 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q titanic_test Connolly, Miss. Kate 1 30.00 7.6292 NA NA NA NA
899 1 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S titanic_test Caldwell, Mr. Albert Francis 1 26.00 29.0000 NA NA NA NA
900 1 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C titanic_test Abrahim, Mrs. Joseph (Sophie Halaut Easu) 1 18.00 7.2292 NA NA NA NA
901 0 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S titanic_test Davies, Mr. John Samuel 0 21.00 24.1500 NA NA NA NA
902 0 3 Ilieff, Mr. Ylio male 32.00 0 0 349220 7.8958 S titanic_test Ilieff, Mr. Ylio 0 32.00 7.8958 NA NA NA NA
903 0 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S titanic_test Jones, Mr. Charles Cresson 0 46.00 26.0000 NA NA NA NA
904 1 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 S titanic_test Snyder, Mrs. John Pillsbury (Nelle Stevenson) 1 23.00 82.2667 NA NA NA NA
905 0 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S titanic_test Howard, Mr. Benjamin 0 63.00 26.0000 NA NA NA NA
906 1 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 S titanic_test Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) 1 47.00 61.1750 NA NA NA NA
907 1 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C titanic_test del Carlo, Mrs. Sebastiano (Argenia Genovesi) 1 24.00 27.7208 NA NA NA NA
908 0 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q titanic_test Keane, Mr. Daniel 0 35.00 12.3500 NA NA NA NA
909 0 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C titanic_test Assaf, Mr. Gerios 0 21.00 7.2250 NA NA NA NA
910 0 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S titanic_test Ilmakangas, Miss. Ida Livija 0 27.00 7.9250 NA NA NA NA
911 1 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C titanic_test Assaf Khalil, Mrs. Mariana (Miriam”)” 1 45.00 7.2250 NA NA NA NA
912 0 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C titanic_test Rothschild, Mr. Martin 0 55.00 59.4000 NA NA NA NA
913 1 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S titanic_test Olsen, Master. Artur Karl 1 9.00 3.1708 NA NA NA NA
914 1 1 Flegenheim, Mrs. Alfred (Antoinette) female 48.00 0 0 PC 17598 31.6833 S titanic_test Flegenheim, Mrs. Alfred (Antoinette) 1 48.00 31.6833 NA NA NA NA
915 1 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C titanic_test Williams, Mr. Richard Norris II 1 21.00 61.3792 NA NA NA NA
916 1 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 C titanic_test Ryerson, Mrs. Arthur Larned (Emily Maria Borie) 1 48.00 262.3750 NA NA NA NA
917 0 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S titanic_test Robins, Mr. Alexander A 0 50.00 14.5000 NA NA NA NA
918 1 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 C titanic_test Ostby, Miss. Helene Ragnhild 1 22.00 61.9792 NA NA NA NA
919 0 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C titanic_test Daher, Mr. Shedid 0 22.50 7.2250 NA NA NA NA
920 0 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 S titanic_test Brady, Mr. John Bertram 0 41.00 30.5000 NA NA NA NA
921 0 3 Samaan, Mr. Elias male 17.00 2 0 2662 21.6792 C titanic_test Samaan, Mr. Elias 0 17.00 21.6792 NA NA NA NA
922 0 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S titanic_test Louch, Mr. Charles Alexander 0 50.00 26.0000 NA NA NA NA
923 0 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Clifford Thomas 0 24.00 31.5000 NA NA NA NA
924 1 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S titanic_test Dean, Mrs. Bertram (Eva Georgetta Light) 1 33.00 20.5750 NA NA NA NA
925 0 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female 36.00 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” 0 36.00 23.4500 NA NA NA NA
926 1 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C titanic_test Mock, Mr. Philipp Edmund 1 30.00 57.7500 NA NA NA NA
927 0 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C titanic_test Katavelas, Mr. Vassilios (Catavelas Vassilios”)” 0 18.50 7.2292 NA NA NA NA
928 1 3 Roth, Miss. Sarah A female 26.00 0 0 342712 8.0500 S titanic_test Roth, Miss. Sarah A 1 26.00 8.0500 NA NA NA NA
929 0 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S titanic_test Cacic, Miss. Manda 0 21.00 8.6625 NA NA NA NA
930 1 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S titanic_test Sap, Mr. Julius 1 25.00 9.5000 NA NA NA NA
931 1 3 Hee, Mr. Ling male 24.00 0 0 1601 56.4958 S titanic_test Hee, Mr. Ling 1 24.00 56.4958 NA NA NA NA
932 1 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C titanic_test Karun, Mr. Franz 1 39.00 13.4167 NA NA NA NA
933 0 1 Franklin, Mr. Thomas Parham male 37.00 0 0 113778 26.5500 S titanic_test Franklin, Mr. Thomas Parham 0 37.00 26.5500 NA NA NA NA
934 0 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S titanic_test Goldsmith, Mr. Nathan 0 41.00 7.8500 NA NA NA NA
935 0 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S titanic_test Corbett, Mrs. Walter H (Irene Colvin) 0 30.00 13.0000 NA NA NA NA
936 1 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 S titanic_test Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) 1 45.00 52.5542 NA NA NA NA
937 0 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S titanic_test Peltomaki, Mr. Nikolai Johannes 0 25.00 7.9250 NA NA NA NA
938 1 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 C titanic_test Chevre, Mr. Paul Romaine 1 45.00 29.7000 NA NA NA NA
939 0 3 Shaughnessy, Mr. Patrick male 25.00 0 0 370374 7.7500 Q titanic_test Shaughnessy, Mr. Patrick 0 25.00 7.7500 NA NA NA NA
940 1 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 C titanic_test Bucknell, Mrs. William Robert (Emma Eliza Ward) 1 60.00 76.2917 NA NA NA NA
941 1 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S titanic_test Coutts, Mrs. William (Winnie Minnie” Treanor)” 1 36.00 15.9000 NA NA NA NA
942 0 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 S titanic_test Smith, Mr. Lucien Philip 0 24.00 60.0000 NA NA NA NA
943 0 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C titanic_test Pulbaum, Mr. Franz 0 27.00 15.0333 NA NA NA NA
944 1 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S titanic_test Hocking, Miss. Ellen Nellie”” 1 20.00 23.0000 NA NA NA NA
945 1 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 S titanic_test Fortune, Miss. Ethel Flora 1 28.00 263.0000 NA NA NA NA
946 0 2 Mangiavacchi, Mr. Serafino Emilio male 47.00 0 0 SC/A.3 2861 15.5792 C titanic_test Mangiavacchi, Mr. Serafino Emilio 0 47.00 15.5792 NA NA NA NA
947 0 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q titanic_test Rice, Master. Albert 0 10.00 29.1250 NA NA NA NA
948 0 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S titanic_test Cor, Mr. Bartol 0 35.00 7.8958 NA NA NA NA
949 1 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 S titanic_test Abelseth, Mr. Olaus Jorgensen 1 25.00 7.6500 NA NA NA NA
950 0 3 Davison, Mr. Thomas Henry male 32.00 1 0 386525 16.1000 S titanic_test Davison, Mr. Thomas Henry 0 32.00 16.1000 NA NA NA NA
951 1 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 C titanic_test Chaudanson, Miss. Victorine 1 36.00 262.3750 NA NA NA NA
952 0 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S titanic_test Dika, Mr. Mirko 0 17.00 7.8958 NA NA NA NA
953 0 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S titanic_test McCrae, Mr. Arthur Gordon 0 32.00 13.5000 NA NA NA NA
954 0 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S titanic_test Bjorklund, Mr. Ernst Herbert 0 18.00 7.7500 NA NA NA NA
955 1 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q titanic_test Bradley, Miss. Bridget Delia 1 22.00 7.7250 NA NA NA NA
956 1 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 C titanic_test Ryerson, Master. John Borie 1 13.00 262.3750 NA NA NA NA
957 0 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female 32.00 0 0 F.C.C. 13534 21.0000 S titanic_test Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) 0 32.00 21.0000 NA NA NA NA
958 1 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q titanic_test Burns, Miss. Mary Delia 1 18.00 7.8792 NA NA NA NA
959 0 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S titanic_test Moore, Mr. Clarence Bloomfield 0 47.00 42.4000 NA NA NA NA
960 1 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C titanic_test Tucker, Mr. Gilbert Milligan Jr 1 31.00 28.5375 NA NA NA NA
961 1 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 S titanic_test Fortune, Mrs. Mark (Mary McDougald) 1 60.00 263.0000 NA NA NA NA
962 1 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q titanic_test Mulvihill, Miss. Bertha E 1 24.00 7.7500 NA NA NA NA
963 0 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S titanic_test Minkoff, Mr. Lazar 0 21.00 7.8958 NA NA NA NA
964 0 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S titanic_test Nieminen, Miss. Manta Josefina 0 29.00 7.9250 NA NA NA NA
965 0 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 C titanic_test Ovies y Rodriguez, Mr. Servando 0 28.50 27.7208 NA NA NA NA
966 1 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C titanic_test Geiger, Miss. Amalie 1 35.00 211.5000 NA NA NA NA
967 0 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C titanic_test Keeping, Mr. Edwin 0 32.50 211.5000 NA NA NA NA
968 0 3 Miles, Mr. Frank male 23.00 0 0 359306 8.0500 S titanic_test Miles, Mr. Frank 0 23.00 8.0500 NA NA NA NA
969 1 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 S titanic_test Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) 1 55.00 25.7000 NA NA NA NA
970 0 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S titanic_test Aldworth, Mr. Charles Augustus 0 30.00 13.0000 NA NA NA NA
971 0 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q titanic_test Doyle, Miss. Elizabeth 0 24.00 7.7500 NA NA NA NA
972 0 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C titanic_test Boulos, Master. Akar 0 6.00 15.2458 NA NA NA NA
973 0 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 S titanic_test Straus, Mr. Isidor 0 67.00 221.7792 NA NA NA NA
974 0 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S titanic_test Case, Mr. Howard Brown 0 49.00 26.0000 NA NA NA NA
975 0 3 Demetri, Mr. Marinko male 23.00 0 0 349238 7.8958 S titanic_test Demetri, Mr. Marinko 0 23.00 7.8958 NA NA NA NA
976 0 2 Lamb, Mr. John Joseph male 31.00 0 0 240261 10.7083 Q titanic_test Lamb, Mr. John Joseph 0 31.00 10.7083 NA NA NA NA
977 0 3 Khalil, Mr. Betros male 25.00 1 0 2660 14.4542 C titanic_test Khalil, Mr. Betros 0 25.00 14.4542 NA NA NA NA
978 0 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q titanic_test Barry, Miss. Julia 0 27.00 7.8792 NA NA NA NA
979 1 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S titanic_test Badman, Miss. Emily Louisa 1 18.00 8.0500 NA NA NA NA
980 1 3 O’Donoghue, Ms. Bridget female 21.00 0 0 364856 7.7500 Q titanic_test O’Donoghue, Ms. Bridget 1 21.00 7.7500 NA NA NA NA
981 1 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S titanic_test Wells, Master. Ralph Lester 1 2.00 23.0000 NA NA NA NA
982 1 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S titanic_test Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) 1 22.00 13.9000 NA NA NA NA
983 0 3 Pedersen, Mr. Olaf male 28.00 0 0 345498 7.7750 S titanic_test Pedersen, Mr. Olaf 0 28.00 7.7750 NA NA NA NA
984 0 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 S titanic_test Davidson, Mrs. Thornton (Orian Hays) 0 27.00 52.0000 NA NA NA NA
985 0 3 Guest, Mr. Robert male 22.00 0 0 376563 8.0500 S titanic_test Guest, Mr. Robert 0 22.00 8.0500 NA NA NA NA
986 0 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C titanic_test Birnbaum, Mr. Jakob 0 25.00 26.0000 NA NA NA NA
987 1 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S titanic_test Tenglin, Mr. Gunnar Isidor 1 25.00 7.7958 NA NA NA NA
988 1 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 S titanic_test Cavendish, Mrs. Tyrell William (Julia Florence Siegel) 1 76.00 78.8500 NA NA NA NA
989 0 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S titanic_test Makinen, Mr. Kalle Edvard 0 29.00 7.9250 NA NA NA NA
990 0 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S titanic_test Braf, Miss. Elin Ester Maria 0 20.00 7.8542 NA NA NA NA
991 0 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S titanic_test Nancarrow, Mr. William Henry 0 33.00 8.0500 NA NA NA NA
992 1 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C titanic_test Stengel, Mrs. Charles Emil Henry (Annie May Morris) 1 43.00 55.4417 NA NA NA NA
993 0 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S titanic_test Weisz, Mr. Leopold 0 27.00 26.0000 NA NA NA NA
994 0 3 Foley, Mr. William male 20.00 0 0 365235 7.7500 Q titanic_test Foley, Mr. William 0 20.00 7.7500 NA NA NA NA
995 1 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S titanic_test Johansson Palmquist, Mr. Oskar Leander 1 26.00 7.7750 NA NA NA NA
996 1 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C titanic_test Thomas, Mrs. Alexander (Thamine Thelma”)” 1 16.00 8.5167 NA NA NA NA
997 0 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S titanic_test Holthen, Mr. Johan Martin 0 28.00 22.5250 NA NA NA NA
998 1 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q titanic_test Buckley, Mr. Daniel 1 21.00 7.8208 NA NA NA NA
999 1 3 Ryan, Mr. Edward male 24.00 0 0 383162 7.7500 Q titanic_test Ryan, Mr. Edward 1 24.00 7.7500 NA NA NA NA
1000 0 3 Willer, Mr. Aaron (Abi Weller”)” male 37.00 0 0 3410 8.7125 S titanic_test Willer, Mr. Aaron (Abi Weller”)” 0 37.00 8.7125 NA NA NA NA
1001 0 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 S titanic_test Swane, Mr. George 0 18.50 13.0000 NA NA NA NA
1002 0 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C titanic_test Stanton, Mr. Samuel Ward 0 41.00 15.0458 NA NA NA NA
1003 1 3 Shine, Miss. Ellen Natalia female 20.00 0 0 330968 7.7792 Q titanic_test Shine, Miss. Ellen Natalia 1 20.00 7.7792 NA NA NA NA
1004 0 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 C titanic_test Evans, Miss. Edith Corse 0 36.00 31.6792 NA NA NA NA
1005 1 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q titanic_test Buckley, Miss. Katherine 1 18.50 7.2833 NA NA NA NA
1006 0 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 S titanic_test Straus, Mrs. Isidor (Rosalie Ida Blun) 0 63.00 221.7792 NA NA NA NA
1007 0 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C titanic_test Chronopoulos, Mr. Demetrios 0 18.00 14.4542 NA NA NA NA
1008 0 3 Thomas, Mr. John male 34.00 0 0 2681 6.4375 C titanic_test Thomas, Mr. John 0 34.00 6.4375 NA NA NA NA
1009 1 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 S titanic_test Sandstrom, Miss. Beatrice Irene 1 1.00 16.7000 NA NA NA NA
1010 0 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C titanic_test Beattie, Mr. Thomson 0 36.00 75.2417 NA NA NA NA
1011 0 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S titanic_test Chapman, Mrs. John Henry (Sara Elizabeth Lawry) 0 29.00 26.0000 NA NA NA NA
1012 1 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S titanic_test Watt, Miss. Bertha J 1 12.00 15.7500 NA NA NA NA
1013 0 3 Kiernan, Mr. John male 26.00 1 0 367227 7.7500 Q titanic_test Kiernan, Mr. John 0 26.00 7.7500 NA NA NA NA
1014 1 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C titanic_test Schabert, Mrs. Paul (Emma Mock) 1 35.00 57.7500 NA NA NA NA
1015 0 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S titanic_test Carver, Mr. Alfred John 0 28.00 7.2500 NA NA NA NA
1016 0 3 Kennedy, Mr. John male 24.00 0 0 368783 7.7500 Q titanic_test Kennedy, Mr. John 0 24.00 7.7500 NA NA NA NA
1017 1 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S titanic_test Cribb, Miss. Laura Alice 1 17.00 16.1000 NA NA NA NA
1018 0 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S titanic_test Brobeck, Mr. Karl Rudolf 0 22.00 7.7958 NA NA NA NA
1019 1 3 McCoy, Miss. Alicia female 26.00 2 0 367226 23.2500 Q titanic_test McCoy, Miss. Alicia 1 26.00 23.2500 NA NA NA NA
1020 0 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S titanic_test Bowenur, Mr. Solomon 0 42.00 13.0000 NA NA NA NA
1021 0 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S titanic_test Petersen, Mr. Marius 0 24.00 8.0500 NA NA NA NA
1022 0 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S titanic_test Spinner, Mr. Henry John 0 32.00 8.0500 NA NA NA NA
1023 1 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C titanic_test Gracie, Col. Archibald IV 1 53.00 28.5000 NA NA NA NA
1024 0 3 Lefebre, Mrs. Frank (Frances) female 28.00 0 4 4133 25.4667 S titanic_test Lefebre, Mrs. Frank (Frances) 0 28.00 25.4667 NA NA NA NA
1025 0 3 Thomas, Mr. Charles P male 20.00 1 0 2621 6.4375 C titanic_test Thomas, Mr. Charles P 0 20.00 6.4375 NA NA NA NA
1026 0 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S titanic_test Dintcheff, Mr. Valtcho 0 43.00 7.8958 NA NA NA NA
1027 0 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S titanic_test Carlsson, Mr. Carl Robert 0 24.00 7.8542 NA NA NA NA
1028 0 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C titanic_test Zakarian, Mr. Mapriededer 0 26.50 7.2250 NA NA NA NA
1029 0 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S titanic_test Schmidt, Mr. August 0 26.00 13.0000 NA NA NA NA
1030 1 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S titanic_test Drapkin, Miss. Jennie 1 23.00 8.0500 NA NA NA NA
1031 0 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S titanic_test Goodwin, Mr. Charles Frederick 0 40.00 46.9000 NA NA NA NA
1032 0 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S titanic_test Goodwin, Miss. Jessie Allis 0 10.00 46.9000 NA NA NA NA
1033 1 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S titanic_test Daniels, Miss. Sarah 1 33.00 151.5500 NA NA NA NA
1034 0 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 C titanic_test Ryerson, Mr. Arthur Larned 0 61.00 262.3750 NA NA NA NA
1035 0 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S titanic_test Beauchamp, Mr. Henry James 0 28.00 26.0000 NA NA NA NA
1036 0 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S titanic_test Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” 0 42.00 26.5500 NA NA NA NA
1037 0 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S titanic_test Vander Planke, Mr. Julius 0 31.00 18.0000 NA NA NA NA
1038 0 1 Hilliard, Mr. Herbert Henry male 44.00 0 0 17463 51.8625 S titanic_test Hilliard, Mr. Herbert Henry 0 44.00 51.8625 NA NA NA NA
1039 0 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S titanic_test Davies, Mr. Evan 0 22.00 8.0500 NA NA NA NA
1040 0 1 Crafton, Mr. John Bertram male 58.00 0 0 113791 26.5500 S titanic_test Crafton, Mr. John Bertram 0 58.00 26.5500 NA NA NA NA
1041 0 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S titanic_test Lahtinen, Rev. William 0 30.00 26.0000 NA NA NA NA
1042 1 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C titanic_test Earnshaw, Mrs. Boulton (Olive Potter) 1 23.00 83.1583 NA NA NA NA
1043 0 3 Matinoff, Mr. Nicola male 30.00 0 0 349255 7.8958 C titanic_test Matinoff, Mr. Nicola 0 30.00 7.8958 NA NA NA NA
1044 0 3 Storey, Mr. Thomas male 60.50 0 0 3701 7.2500 S titanic_test Storey, Mr. Thomas 0 60.50 7.2500 NA NA NA NA
1045 0 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S titanic_test Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) 0 36.00 12.1833 NA NA NA NA
1046 0 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Filip Oscar 0 13.00 31.3875 NA NA NA NA
1047 1 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S titanic_test Duquemin, Mr. Joseph 1 24.00 7.5500 NA NA NA NA
1048 1 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 S titanic_test Bird, Miss. Ellen 1 29.00 221.7792 NA NA NA NA
1049 1 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S titanic_test Lundin, Miss. Olga Elida 1 23.00 7.8542 NA NA NA NA
1050 0 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 S titanic_test Borebank, Mr. John James 0 42.00 26.5500 NA NA NA NA
1051 0 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Mrs. Benjamin (Edith Nile) 0 26.00 13.7750 NA NA NA NA
1052 1 3 Smyth, Miss. Julia female 18.00 0 0 335432 7.7333 Q titanic_test Smyth, Miss. Julia 1 18.00 7.7333 NA NA NA NA
1053 1 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C titanic_test Touma, Master. Georges Youssef 1 7.00 15.2458 NA NA NA NA
1054 1 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S titanic_test Wright, Miss. Marion 1 26.00 13.5000 NA NA NA NA
1055 0 3 Pearce, Mr. Ernest male 31.00 0 0 343271 7.0000 S titanic_test Pearce, Mr. Ernest 0 31.00 7.0000 NA NA NA NA
1056 0 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S titanic_test Peruschitz, Rev. Joseph Maria 0 41.00 13.0000 NA NA NA NA
1057 1 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S titanic_test Kink-Heilmann, Mrs. Anton (Luise Heilmann) 1 26.00 22.0250 NA NA NA NA
1058 0 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 C titanic_test Brandeis, Mr. Emil 0 48.00 50.4958 NA NA NA NA
1059 0 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S titanic_test Ford, Mr. Edward Watson 0 18.00 34.3750 NA NA NA NA
1060 1 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female 36.00 0 0 17770 27.7208 C titanic_test Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) 1 36.00 27.7208 NA NA NA NA
1061 1 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S titanic_test Hellstrom, Miss. Hilda Maria 1 22.00 8.9625 NA NA NA NA
1062 0 3 Lithman, Mr. Simon male 27.00 0 0 S.O./P.P. 251 7.5500 S titanic_test Lithman, Mr. Simon 0 27.00 7.5500 NA NA NA NA
1063 0 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C titanic_test Zakarian, Mr. Ortin 0 27.00 7.2250 NA NA NA NA
1064 0 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S titanic_test Dyker, Mr. Adolf Fredrik 0 23.00 13.9000 NA NA NA NA
1065 0 3 Torfa, Mr. Assad male 20.00 0 0 2673 7.2292 C titanic_test Torfa, Mr. Assad 0 20.00 7.2292 NA NA NA NA
1066 0 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S titanic_test Asplund, Mr. Carl Oscar Vilhelm Gustafsson 0 40.00 31.3875 NA NA NA NA
1067 1 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S titanic_test Brown, Miss. Edith Eileen 1 15.00 39.0000 NA NA NA NA
1068 1 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S titanic_test Sincock, Miss. Maude 1 20.00 36.7500 NA NA NA NA
1069 1 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C titanic_test Stengel, Mr. Charles Emil Henry 1 54.00 55.4417 NA NA NA NA
1070 1 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 S titanic_test Becker, Mrs. Allen Oliver (Nellie E Baumgardner) 1 36.00 39.0000 NA NA NA NA
1071 1 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 C titanic_test Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) 1 64.00 83.1583 NA NA NA NA
1072 0 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S titanic_test McCrie, Mr. James Matthew 0 30.00 13.0000 NA NA NA NA
1073 0 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 C titanic_test Compton, Mr. Alexander Taylor Jr 0 37.00 83.1583 NA NA NA NA
1074 1 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 S titanic_test Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) 1 18.00 53.1000 NA NA NA NA
1075 0 3 Lane, Mr. Patrick male 16.00 0 0 7935 7.7500 Q titanic_test Lane, Mr. Patrick 0 16.00 7.7500 NA NA NA NA
1076 1 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 C titanic_test Douglas, Mrs. Frederick Charles (Mary Helene Baxter) 1 27.00 247.5208 NA NA NA NA
1077 0 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S titanic_test Maybery, Mr. Frank Hubert 0 40.00 16.0000 NA NA NA NA
1078 1 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Miss. Alice Frances Louisa 1 21.00 21.0000 NA NA NA NA
1079 0 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S titanic_test Davies, Mr. Joseph 0 17.00 8.0500 NA NA NA NA
1080 0 3 Sage, Miss. Ada female 10.00 8 2 CA. 2343 69.5500 S titanic_test Sage, Miss. Ada 0 10.00 69.5500 NA NA NA NA
1081 0 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S titanic_test Veal, Mr. James 0 40.00 13.0000 NA NA NA NA
1082 0 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S titanic_test Angle, Mr. William A 0 34.00 26.0000 NA NA NA NA
1083 1 1 Salomon, Mr. Abraham L male 43.00 0 0 111163 26.0000 S titanic_test Salomon, Mr. Abraham L 1 43.00 26.0000 NA NA NA NA
1084 0 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. Walter John 0 11.50 14.5000 NA NA NA NA
1085 0 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q titanic_test Lingane, Mr. John 0 61.00 12.3500 NA NA NA NA
1086 1 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S titanic_test Drew, Master. Marshall Brines 1 8.00 32.5000 NA NA NA NA
1087 0 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S titanic_test Karlsson, Mr. Julius Konrad Eugen 0 33.00 7.8542 NA NA NA NA
1088 1 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 C titanic_test Spedden, Master. Robert Douglas 1 6.00 134.5000 NA NA NA NA
1089 1 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S titanic_test Nilsson, Miss. Berta Olivia 1 18.00 7.7750 NA NA NA NA
1090 0 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S titanic_test Baimbrigge, Mr. Charles Robert 0 23.00 10.5000 NA NA NA NA
1091 0 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female 63.00 0 0 65305 8.1125 S titanic_test Rasmussen, Mrs. (Lena Jacobsen Solvang) 0 63.00 8.1125 NA NA NA NA
1092 1 3 Murphy, Miss. Nora female 31.00 0 0 36568 15.5000 Q titanic_test Murphy, Miss. Nora 1 31.00 15.5000 NA NA NA NA
1093 0 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S titanic_test Danbom, Master. Gilbert Sigvard Emanuel 0 0.33 14.4000 NA NA NA NA
1094 0 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C titanic_test Astor, Col. John Jacob 0 47.00 227.5250 NA NA NA NA
1095 1 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S titanic_test Quick, Miss. Winifred Vera 1 8.00 26.0000 NA NA NA NA
1096 0 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S titanic_test Andrew, Mr. Frank Thomas 0 25.00 10.5000 NA NA NA NA
1097 1 1 Omont, Mr. Alfred Fernand male 29.00 0 0 F.C. 12998 25.7417 C titanic_test Omont, Mr. Alfred Fernand 1 29.00 25.7417 NA NA NA NA
1098 0 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q titanic_test McGowan, Miss. Katherine 0 35.00 7.7500 NA NA NA NA
1099 1 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S titanic_test Collett, Mr. Sidney C Stuart 1 24.00 10.5000 NA NA NA NA
1100 1 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 C titanic_test Rosenbaum, Miss. Edith Louise 1 33.00 27.7208 NA NA NA NA
1101 0 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S titanic_test Delalic, Mr. Redjo 0 25.00 7.8958 NA NA NA NA
1102 0 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S titanic_test Andersen, Mr. Albert Karvin 0 32.00 22.5250 NA NA NA NA
1103 1 3 Finoli, Mr. Luigi male 41.00 0 0 SOTON/O.Q. 3101308 7.0500 S titanic_test Finoli, Mr. Luigi 1 41.00 7.0500 NA NA NA NA
1104 0 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S titanic_test Deacon, Mr. Percy William 0 17.00 73.5000 NA NA NA NA
1105 0 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S titanic_test Howard, Mrs. Benjamin (Ellen Truelove Arman) 0 60.00 26.0000 NA NA NA NA
1106 0 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S titanic_test Andersson, Miss. Ida Augusta Margareta 0 38.00 7.7750 NA NA NA NA
1107 0 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 S titanic_test Head, Mr. Christopher 0 42.00 42.5000 NA NA NA NA
1108 0 3 Mahon, Miss. Bridget Delia female 20.00 0 0 330924 7.8792 Q titanic_test Mahon, Miss. Bridget Delia 0 20.00 7.8792 NA NA NA NA
1109 0 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S titanic_test Wick, Mr. George Dennick 0 57.00 164.8667 NA NA NA NA
1110 1 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C titanic_test Widener, Mrs. George Dunton (Eleanor Elkins) 1 50.00 211.5000 NA NA NA NA
1111 0 3 Thomson, Mr. Alexander Morrison male 36.00 0 0 32302 8.0500 S titanic_test Thomson, Mr. Alexander Morrison 0 36.00 8.0500 NA NA NA NA
1112 1 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C titanic_test Duran y More, Miss. Florentina 1 30.00 13.8583 NA NA NA NA
1113 0 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S titanic_test Reynolds, Mr. Harold J 0 21.00 8.0500 NA NA NA NA
1114 1 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 S titanic_test Cook, Mrs. (Selena Rogers) 1 22.00 10.5000 NA NA NA NA
1115 1 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S titanic_test Karlsson, Mr. Einar Gervasius 1 21.00 7.7958 NA NA NA NA
1116 1 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C titanic_test Candee, Mrs. Edward (Helen Churchill Hungerford) 1 53.00 27.4458 NA NA NA NA
1117 1 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female 25.00 0 2 2661 15.2458 C titanic_test Moubarek, Mrs. George (Omine Amenia” Alexander)” 1 25.00 15.2458 NA NA NA NA
1118 1 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S titanic_test Asplund, Mr. Johan Charles 1 23.00 7.7958 NA NA NA NA
1119 0 3 McNeill, Miss. Bridget female 32.00 0 0 370368 7.7500 Q titanic_test McNeill, Miss. Bridget 0 32.00 7.7500 NA NA NA NA
1120 0 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S titanic_test Everett, Mr. Thomas James 0 40.50 15.1000 NA NA NA NA
1121 0 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S titanic_test Hocking, Mr. Samuel James Metcalfe 0 36.00 13.0000 NA NA NA NA
1122 0 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S titanic_test Sweet, Mr. George Frederick 0 14.00 65.0000 NA NA NA NA
1123 1 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S titanic_test Willard, Miss. Constance 1 21.00 26.5500 NA NA NA NA
1124 0 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S titanic_test Wiklund, Mr. Karl Johan 0 21.00 6.4958 NA NA NA NA
1125 0 3 Linehan, Mr. Michael male 21.00 0 0 330971 7.8792 Q titanic_test Linehan, Mr. Michael 0 21.00 7.8792 NA NA NA NA
1126 0 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C titanic_test Cumings, Mr. John Bradley 0 39.00 71.2833 NA NA NA NA
1127 0 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S titanic_test Vendel, Mr. Olof Edvin 0 20.00 7.8542 NA NA NA NA
1128 0 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 C titanic_test Warren, Mr. Frank Manley 0 64.00 75.2500 NA NA NA NA
1129 0 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C titanic_test Baccos, Mr. Raffull 0 20.00 7.2250 NA NA NA NA
1130 0 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S titanic_test Hiltunen, Miss. Marta 0 18.00 13.0000 NA NA NA NA
1131 1 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C titanic_test Douglas, Mrs. Walter Donald (Mahala Dutton) 1 48.00 106.4250 NA NA NA NA
1132 1 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C titanic_test Lindstrom, Mrs. Carl Johan (Sigrid Posse) 1 55.00 27.7208 NA NA NA NA
1133 1 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S titanic_test Christy, Mrs. (Alice Frances) 1 45.00 30.0000 NA NA NA NA
1134 1 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 C titanic_test Spedden, Mr. Frederic Oakley 1 45.00 134.5000 NA NA NA NA
1135 1 3 Hyman, Mr. Abraham male 34.00 0 0 3470 7.8875 S titanic_test Hyman, Mr. Abraham 1 34.00 7.8875 NA NA NA NA
1136 0 3 Johnston, Master. William Arthur Willie”” male 8.00 1 2 W./C. 6607 23.4500 S titanic_test Johnston, Master. William Arthur Willie”” 0 8.00 23.4500 NA NA NA NA
1137 0 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 S titanic_test Kenyon, Mr. Frederick R 0 41.00 51.8625 NA NA NA NA
1138 0 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S titanic_test Karnes, Mrs. J Frank (Claire Bennett) 0 22.00 21.0000 NA NA NA NA
1139 0 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S titanic_test Drew, Mr. James Vivian 0 42.00 32.5000 NA NA NA NA
1140 1 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S titanic_test Hold, Mrs. Stephen (Annie Margaret Hill) 1 29.00 26.0000 NA NA NA NA
1141 1 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female 20.00 1 0 2660 14.4542 C titanic_test Khalil, Mrs. Betros (Zahie Maria” Elias)” 1 20.00 14.4542 NA NA NA NA
1142 1 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S titanic_test West, Miss. Barbara J 1 0.92 27.7500 NA NA NA NA
1143 1 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S titanic_test Abrahamsson, Mr. Abraham August Johannes 1 20.00 7.9250 NA NA NA NA
1144 0 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C titanic_test Clark, Mr. Walter Miller 0 27.00 136.7792 NA NA NA NA
1145 0 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S titanic_test Salander, Mr. Karl Johan 0 24.00 9.3250 NA NA NA NA
1146 0 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S titanic_test Wenzel, Mr. Linhart 0 32.50 9.5000 NA NA NA NA
1147 0 3 MacKay, Mr. George William male 20.00 0 0 C.A. 42795 7.5500 S titanic_test MacKay, Mr. George William 0 20.00 7.5500 NA NA NA NA
1148 0 3 Mahon, Mr. John male 22.00 0 0 AQ/4 3130 7.7500 Q titanic_test Mahon, Mr. John 0 22.00 7.7500 NA NA NA NA
1149 0 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S titanic_test Niklasson, Mr. Samuel 0 28.00 8.0500 NA NA NA NA
1150 1 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S titanic_test Bentham, Miss. Lilian W 1 19.00 13.0000 NA NA NA NA
1151 1 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S titanic_test Midtsjo, Mr. Karl Albert 1 21.00 7.7750 NA NA NA NA
1152 1 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S titanic_test de Messemaeker, Mr. Guillaume Joseph 1 36.50 17.4000 NA NA NA NA
1153 0 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S titanic_test Nilsson, Mr. August Ferdinand 0 21.00 7.8542 NA NA NA NA
1154 1 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S titanic_test Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” 1 29.00 23.0000 NA NA NA NA
1155 0 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S titanic_test Klasen, Miss. Gertrud Emilia 0 1.00 12.1833 NA NA NA NA
1156 1 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C titanic_test Portaluppi, Mr. Emilio Ilario Giuseppe 1 30.00 12.7375 NA NA NA NA
1157 0 3 Lyntakoff, Mr. Stanko male 44.00 0 0 349235 7.8958 S titanic_test Lyntakoff, Mr. Stanko 0 44.00 7.8958 NA NA NA NA
1158 0 1 Chisholm, Mr. Roderick Robert Crispin male 43.00 0 0 112051 0.0000 S titanic_test Chisholm, Mr. Roderick Robert Crispin 0 43.00 0.0000 NA NA NA NA
1159 0 3 Warren, Mr. Charles William male 31.00 0 0 C.A. 49867 7.5500 S titanic_test Warren, Mr. Charles William 0 31.00 7.5500 NA NA NA NA
1160 1 3 Howard, Miss. May Elizabeth female 26.00 0 0 A. 2. 39186 8.0500 S titanic_test Howard, Miss. May Elizabeth 1 26.00 8.0500 NA NA NA NA
1161 0 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S titanic_test Pokrnic, Mr. Mate 0 17.00 8.6625 NA NA NA NA
1162 0 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C titanic_test McCaffry, Mr. Thomas Francis 0 46.00 75.2417 NA NA NA NA
1163 0 3 Fox, Mr. Patrick male 28.00 0 0 368573 7.7500 Q titanic_test Fox, Mr. Patrick 0 28.00 7.7500 NA NA NA NA
1164 1 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C titanic_test Clark, Mrs. Walter Miller (Virginia McDowell) 1 26.00 136.7792 NA NA NA NA
1165 1 3 Lennon, Miss. Mary female 18.00 1 0 370371 15.5000 Q titanic_test Lennon, Miss. Mary 1 18.00 15.5000 NA NA NA NA
1166 0 3 Saade, Mr. Jean Nassr male 20.00 0 0 2676 7.2250 C titanic_test Saade, Mr. Jean Nassr 0 20.00 7.2250 NA NA NA NA
1167 1 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S titanic_test Bryhl, Miss. Dagmar Jenny Ingeborg 1 20.00 26.0000 NA NA NA NA
1168 0 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S titanic_test Parker, Mr. Clifford Richard 0 28.00 10.5000 NA NA NA NA
1169 0 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S titanic_test Faunthorpe, Mr. Harry 0 40.00 26.0000 NA NA NA NA
1170 0 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S titanic_test Ware, Mr. John James 0 30.00 21.0000 NA NA NA NA
1171 1 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S titanic_test Oxenham, Mr. Percy Thomas 1 22.00 10.5000 NA NA NA NA
1172 0 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S titanic_test Oreskovic, Miss. Jelka 0 23.00 8.6625 NA NA NA NA
1173 0 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Master. Alfred Edward 0 0.75 13.7750 NA NA NA NA
1174 0 3 Fleming, Miss. Honora female 22.00 0 0 364859 7.7500 Q titanic_test Fleming, Miss. Honora 0 22.00 7.7500 NA NA NA NA
1175 1 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C titanic_test Touma, Miss. Maria Youssef 1 9.00 15.2458 NA NA NA NA
1176 0 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S titanic_test Rosblom, Miss. Salli Helena 0 2.00 20.2125 NA NA NA NA
1177 0 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S titanic_test Dennis, Mr. William 0 36.00 7.2500 NA NA NA NA
1178 0 3 Franklin, Mr. Charles (Charles Fardon) male 46.00 0 0 SOTON/O.Q. 3101314 7.2500 S titanic_test Franklin, Mr. Charles (Charles Fardon) 0 46.00 7.2500 NA NA NA NA
1179 1 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 S titanic_test Snyder, Mr. John Pillsbury 1 24.00 82.2667 NA NA NA NA
1180 0 3 Mardirosian, Mr. Sarkis male 25.00 0 0 2655 7.2292 C titanic_test Mardirosian, Mr. Sarkis 0 25.00 7.2292 NA NA NA NA
1181 0 3 Ford, Mr. Arthur male 23.00 0 0 A/5 1478 8.0500 S titanic_test Ford, Mr. Arthur 0 23.00 8.0500 NA NA NA NA
1182 1 1 Rheims, Mr. George Alexander Lucien male 33.00 0 0 PC 17607 39.6000 S titanic_test Rheims, Mr. George Alexander Lucien 1 33.00 39.6000 NA NA NA NA
1183 1 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q titanic_test Daly, Miss. Margaret Marcella Maggie”” 1 30.00 6.9500 NA NA NA NA
1184 0 3 Nasr, Mr. Mustafa male 20.00 0 0 2652 7.2292 C titanic_test Nasr, Mr. Mustafa 0 20.00 7.2292 NA NA NA NA
1185 1 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 S titanic_test Dodge, Dr. Washington 1 53.00 81.8583 NA NA NA NA
1186 0 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S titanic_test Wittevrongel, Mr. Camille 0 36.00 9.5000 NA NA NA NA
1187 0 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S titanic_test Angheloff, Mr. Minko 0 26.00 7.8958 NA NA NA NA
1188 1 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C titanic_test Laroche, Miss. Louise 1 1.00 41.5792 NA NA NA NA
1189 0 3 Samaan, Mr. Hanna male 40.00 2 0 2662 21.6792 C titanic_test Samaan, Mr. Hanna 0 40.00 21.6792 NA NA NA NA
1190 0 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S titanic_test Loring, Mr. Joseph Holland 0 30.00 45.5000 NA NA NA NA
1191 0 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S titanic_test Johansson, Mr. Nils 0 29.00 7.8542 NA NA NA NA
1192 1 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S titanic_test Olsson, Mr. Oscar Wilhelm 1 32.00 7.7750 NA NA NA NA
1193 0 2 Malachard, Mr. Noel male 25.00 0 0 237735 15.0458 C titanic_test Malachard, Mr. Noel 0 25.00 15.0458 NA NA NA NA
1194 0 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S titanic_test Phillips, Mr. Escott Robert 0 43.00 21.0000 NA NA NA NA
1195 0 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S titanic_test Pokrnic, Mr. Tome 0 24.00 8.6625 NA NA NA NA
1196 1 3 McCarthy, Miss. Catherine Katie”” female 24.00 0 0 383123 7.7500 Q titanic_test McCarthy, Miss. Catherine Katie”” 1 24.00 7.7500 NA NA NA NA
1197 1 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 S titanic_test Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) 1 64.00 26.5500 NA NA NA NA
1198 0 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 S titanic_test Allison, Mr. Hudson Joshua Creighton 0 30.00 151.5500 NA NA NA NA
1199 1 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S titanic_test Aks, Master. Philip Frank 1 0.83 9.3500 NA NA NA NA
1200 0 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 S titanic_test Hays, Mr. Charles Melville 0 55.00 93.5000 NA NA NA NA
1201 1 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S titanic_test Hansen, Mrs. Claus Peter (Jennie L Howard) 1 45.00 14.1083 NA NA NA NA
1202 0 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S titanic_test Cacic, Mr. Jego Grga 0 18.00 8.6625 NA NA NA NA
1203 1 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C titanic_test Vartanian, Mr. David 1 22.00 7.2250 NA NA NA NA
1204 0 3 Sadowitz, Mr. Harry male 16.00 0 0 LP 1588 7.5750 S titanic_test Sadowitz, Mr. Harry 0 16.00 7.5750 NA NA NA NA
1205 0 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q titanic_test Carr, Miss. Jeannie 0 37.00 7.7500 NA NA NA NA
1206 1 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C titanic_test White, Mrs. John Stuart (Ella Holmes) 1 55.00 135.6333 NA NA NA NA
1207 0 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q titanic_test Hagardon, Miss. Kate 0 17.00 7.7333 NA NA NA NA
1208 0 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 C titanic_test Spencer, Mr. William Augustus 0 57.00 146.5208 NA NA NA NA
1209 0 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S titanic_test Rogers, Mr. Reginald Harry 0 19.00 10.5000 NA NA NA NA
1210 0 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S titanic_test Jonsson, Mr. Nils Hilding 0 27.00 7.8542 NA NA NA NA
1211 0 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S titanic_test Jefferys, Mr. Ernest Wilfred 0 22.00 31.5000 NA NA NA NA
1212 0 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S titanic_test Andersson, Mr. Johan Samuel 0 26.00 7.7750 NA NA NA NA
1213 0 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 C titanic_test Krekorian, Mr. Neshan 0 25.00 7.2292 NA NA NA NA
1214 0 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 S titanic_test Nesson, Mr. Israel 0 26.00 13.0000 NA NA NA NA
1215 0 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S titanic_test Rowe, Mr. Alfred G 0 33.00 26.5500 NA NA NA NA
1216 1 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S titanic_test Kreuchen, Miss. Emilie 1 39.00 211.3375 NA NA NA NA
1217 0 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S titanic_test Assam, Mr. Ali 0 23.00 7.0500 NA NA NA NA
1218 1 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 S titanic_test Becker, Miss. Ruth Elizabeth 1 12.00 39.0000 NA NA NA NA
1219 0 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C titanic_test Rosenshine, Mr. George (Mr George Thorne”)” 0 46.00 79.2000 NA NA NA NA
1220 0 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S titanic_test Clarke, Mr. Charles Valentine 0 29.00 26.0000 NA NA NA NA
1221 0 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S titanic_test Enander, Mr. Ingvar 0 21.00 13.0000 NA NA NA NA
1222 1 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S titanic_test Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) 1 48.00 36.7500 NA NA NA NA
1223 0 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 C titanic_test Dulles, Mr. William Crothers 0 39.00 29.7000 NA NA NA NA
1224 0 3 Thomas, Mr. Tannous male 16.00 0 0 2684 7.2250 C titanic_test Thomas, Mr. Tannous 0 16.00 7.2250 NA NA NA NA
1225 1 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C titanic_test Nakid, Mrs. Said (Waika Mary” Mowad)” 1 19.00 15.7417 NA NA NA NA
1226 0 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S titanic_test Cor, Mr. Ivan 0 27.00 7.8958 NA NA NA NA
1227 0 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 S titanic_test Maguire, Mr. John Edward 0 30.00 26.0000 NA NA NA NA
1228 0 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S titanic_test de Brito, Mr. Jose Joaquim 0 32.00 13.0000 NA NA NA NA
1229 0 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C titanic_test Elias, Mr. Joseph 0 39.00 7.2292 NA NA NA NA
1230 0 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S titanic_test Denbury, Mr. Herbert 0 25.00 31.5000 NA NA NA NA
1231 0 3 Betros, Master. Seman male 10.00 0 0 2622 7.2292 C titanic_test Betros, Master. Seman 0 10.00 7.2292 NA NA NA NA
1232 0 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S titanic_test Fillbrook, Mr. Joseph Charles 0 18.00 10.5000 NA NA NA NA
1233 1 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S titanic_test Lundstrom, Mr. Thure Edvin 1 32.00 7.5792 NA NA NA NA
1234 0 3 Sage, Mr. John George male 44.00 1 9 CA. 2343 69.5500 S titanic_test Sage, Mr. John George 0 44.00 69.5500 NA NA NA NA
1235 1 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 C titanic_test Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) 1 58.00 512.3292 NA NA NA NA
1236 0 3 van Billiard, Master. James William male 10.00 1 1 A/5. 851 14.5000 S titanic_test van Billiard, Master. James William 0 10.00 14.5000 NA NA NA NA
1237 1 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S titanic_test Abelseth, Miss. Karen Marie 1 16.00 7.6500 NA NA NA NA
1238 0 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S titanic_test Botsford, Mr. William Hull 0 26.00 13.0000 NA NA NA NA
1239 1 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C titanic_test Whabee, Mrs. George Joseph (Shawneene Abi-Saab) 1 38.00 7.2292 NA NA NA NA
1240 0 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S titanic_test Giles, Mr. Ralph 0 24.00 13.5000 NA NA NA NA
1241 1 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S titanic_test Walcroft, Miss. Nellie 1 31.00 21.0000 NA NA NA NA
1242 1 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 C titanic_test Greenfield, Mrs. Leo David (Blanche Strouse) 1 45.00 63.3583 NA NA NA NA
1243 0 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S titanic_test Stokes, Mr. Philip Joseph 0 25.00 10.5000 NA NA NA NA
1244 0 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S titanic_test Dibden, Mr. William 0 18.00 73.5000 NA NA NA NA
1245 0 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S titanic_test Herman, Mr. Samuel 0 49.00 65.0000 NA NA NA NA
1246 1 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S titanic_test Dean, Miss. Elizabeth Gladys Millvina”” 1 0.17 20.5750 NA NA NA NA
1247 0 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 S titanic_test Julian, Mr. Henry Forbes 0 50.00 26.0000 NA NA NA NA
1248 1 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 S titanic_test Brown, Mrs. John Murray (Caroline Lane Lamson) 1 59.00 51.4792 NA NA NA NA
1249 0 3 Lockyer, Mr. Edward male 19.00 0 0 1222 7.8792 S titanic_test Lockyer, Mr. Edward 0 19.00 7.8792 NA NA NA NA
1250 0 3 O’Keefe, Mr. Patrick male 21.00 0 0 368402 7.7500 Q titanic_test O’Keefe, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1251 0 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S titanic_test Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) 0 30.00 15.5500 NA NA NA NA
1252 0 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S titanic_test Sage, Master. William Henry 0 14.50 69.5500 NA NA NA NA
1253 1 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C titanic_test Mallet, Mrs. Albert (Antoinette Magnin) 1 24.00 37.0042 NA NA NA NA
1254 1 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S titanic_test Ware, Mrs. John James (Florence Louise Long) 1 31.00 21.0000 NA NA NA NA
1255 0 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S titanic_test Strilic, Mr. Ivan 0 27.00 8.6625 NA NA NA NA
1256 1 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 C titanic_test Harder, Mrs. George Achilles (Dorothy Annan) 1 25.00 55.4417 NA NA NA NA
1257 0 3 Sage, Mrs. John (Annie Bullen) female 44.00 1 9 CA. 2343 69.5500 S titanic_test Sage, Mrs. John (Annie Bullen) 0 44.00 69.5500 NA NA NA NA
1258 0 3 Caram, Mr. Joseph male 28.00 1 0 2689 14.4583 C titanic_test Caram, Mr. Joseph 0 28.00 14.4583 NA NA NA NA
1259 0 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S titanic_test Riihivouri, Miss. Susanna Juhantytar Sanni”” 0 22.00 39.6875 NA NA NA NA
1260 1 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C titanic_test Gibson, Mrs. Leonard (Pauline C Boeson) 1 45.00 59.4000 NA NA NA NA
1261 1 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C titanic_test Pallas y Castello, Mr. Emilio 1 29.00 13.8583 NA NA NA NA
1262 0 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S titanic_test Giles, Mr. Edgar 0 21.00 11.5000 NA NA NA NA
1263 1 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 C titanic_test Wilson, Miss. Helen Alice 1 31.00 134.5000 NA NA NA NA
1264 1 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 S titanic_test Ismay, Mr. Joseph Bruce 1 49.00 0.0000 NA NA NA NA
1265 0 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S titanic_test Harbeck, Mr. William H 0 44.00 13.0000 NA NA NA NA
1266 1 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 S titanic_test Dodge, Mrs. Washington (Ruth Vidaver) 1 54.00 81.8583 NA NA NA NA
1267 1 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C titanic_test Bowen, Miss. Grace Scott 1 45.00 262.3750 NA NA NA NA
1268 0 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S titanic_test Kink, Miss. Maria 0 22.00 8.6625 NA NA NA NA
1269 0 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S titanic_test Cotterill, Mr. Henry Harry”” 0 21.00 11.5000 NA NA NA NA
1270 0 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 S titanic_test Hipkins, Mr. William Edward 0 55.00 50.0000 NA NA NA NA
1271 0 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S titanic_test Asplund, Master. Carl Edgar 0 5.00 31.3875 NA NA NA NA
1272 0 3 O’Connor, Mr. Patrick male 23.00 0 0 366713 7.7500 Q titanic_test O’Connor, Mr. Patrick 0 23.00 7.7500 NA NA NA NA
1273 0 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q titanic_test Foley, Mr. Joseph 0 26.00 7.8792 NA NA NA NA
1274 0 3 Risien, Mrs. Samuel (Emma) female 64.00 0 0 364498 14.5000 S titanic_test Risien, Mrs. Samuel (Emma) 0 64.00 14.5000 NA NA NA NA
1275 0 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S titanic_test McNamee, Mrs. Neal (Eileen O’Leary) 0 19.00 16.1000 NA NA NA NA
1276 0 2 Wheeler, Mr. Edwin Frederick”” male 26.00 0 0 SC/PARIS 2159 12.8750 S titanic_test Wheeler, Mr. Edwin Frederick”” 0 26.00 12.8750 NA NA NA NA
1277 1 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S titanic_test Herman, Miss. Kate 1 24.00 65.0000 NA NA NA NA
1278 0 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S titanic_test Aronsson, Mr. Ernst Axel Algot 0 24.00 7.7750 NA NA NA NA
1279 0 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S titanic_test Ashby, Mr. John 0 57.00 13.0000 NA NA NA NA
1280 0 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q titanic_test Canavan, Mr. Patrick 0 21.00 7.7500 NA NA NA NA
1281 0 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S titanic_test Palsson, Master. Paul Folke 0 6.00 21.0750 NA NA NA NA
1282 0 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 S titanic_test Payne, Mr. Vivian Ponsonby 0 23.00 93.5000 NA NA NA NA
1283 1 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 S titanic_test Lines, Mrs. Ernest H (Elizabeth Lindsey James) 1 51.00 39.4000 NA NA NA NA
1284 0 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S titanic_test Abbott, Master. Eugene Joseph 0 13.00 20.2500 NA NA NA NA
1285 0 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S titanic_test Gilbert, Mr. William 0 47.00 10.5000 NA NA NA NA
1286 1 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S titanic_test Kink-Heilmann, Mr. Anton 1 29.00 22.0250 NA NA NA NA
1287 1 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 S titanic_test Smith, Mrs. Lucien Philip (Mary Eloise Hughes) 1 18.00 60.0000 NA NA NA NA
1288 0 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q titanic_test Colbert, Mr. Patrick 0 24.00 7.2500 NA NA NA NA
1289 1 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 C titanic_test Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) 1 48.00 79.2000 NA NA NA NA
1290 0 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S titanic_test Larsson-Rondberg, Mr. Edvard A 0 22.00 7.7750 NA NA NA NA
1291 0 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q titanic_test Conlon, Mr. Thomas Henry 0 31.00 7.7333 NA NA NA NA
1292 1 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 S titanic_test Bonnell, Miss. Caroline 1 30.00 164.8667 NA NA NA NA
1293 0 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S titanic_test Gale, Mr. Harry 0 38.00 21.0000 NA NA NA NA
1294 1 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C titanic_test Gibson, Miss. Dorothy Winifred 1 22.00 59.4000 NA NA NA NA
1295 0 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S titanic_test Carrau, Mr. Jose Pedro 0 17.00 47.1000 NA NA NA NA
1296 1 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 C titanic_test Frauenthal, Mr. Isaac Gerald 1 43.00 27.7208 NA NA NA NA
1297 1 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 C titanic_test Nourney, Mr. Alfred (Baron von Drachstedt”)” 1 20.00 13.8625 NA NA NA NA
1298 0 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S titanic_test Ware, Mr. William Jeffery 0 23.00 10.5000 NA NA NA NA
1299 0 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C titanic_test Widener, Mr. George Dunton 0 50.00 211.5000 NA NA NA NA
1300 1 3 Riordan, Miss. Johanna Hannah”” female 21.00 0 0 334915 7.7208 Q titanic_test Riordan, Miss. Johanna Hannah”” 1 21.00 7.7208 NA NA NA NA
1301 0 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S titanic_test Peacock, Miss. Treasteall 0 3.00 13.7750 NA NA NA NA
1302 0 3 Naughton, Miss. Hannah female 21.00 0 0 365237 7.7500 Q titanic_test Naughton, Miss. Hannah 0 21.00 7.7500 NA NA NA NA
1303 1 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 Q titanic_test Minahan, Mrs. William Edward (Lillian E Thorpe) 1 37.00 90.0000 NA NA NA NA
1304 0 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S titanic_test Henriksson, Miss. Jenny Lovisa 0 28.00 7.7750 NA NA NA NA
1305 0 3 Spector, Mr. Woolf male 23.00 0 0 A.5. 3236 8.0500 S titanic_test Spector, Mr. Woolf 0 23.00 8.0500 NA NA NA NA
1306 1 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C titanic_test Oliva y Ocana, Dona. Fermina 1 39.00 108.9000 NA NA NA NA
1307 0 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S titanic_test Saether, Mr. Simon Sivertsen 0 38.50 7.2500 NA NA NA NA
1308 0 3 Ware, Mr. Frederick male 35.00 0 0 359309 8.0500 S titanic_test Ware, Mr. Frederick 0 35.00 8.0500 NA NA NA NA
1309 1 3 Peter, Master. Michael J male 4.00 1 1 2668 22.3583 C titanic_test Peter, Master. Michael J 1 4.00 22.3583 NA NA NA NA

5.4 Check NA/Missing Value Cleansing Data

5.4.1 Check NA Survived

prep_survived |>
  filter(Survived %in% c(NA)) |> # กรองเฉพาะค่า NA ในคอลัมน์ Survived
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 21 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train

5.4.2 Check NA Age

prep_survived_age |>
  filter(Age %in% c(NA)) |> # กรองเฉพาะค่า NA ในคอลัมน์ Age
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 21 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Cabin Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train

5.4.3 Check NA Fare

prep_survived_age_fare |> 
  filter(Fare %in% c(NA)) |> # กรองเฉพาะค่า NA ในคอลัมน์ Fare
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 20 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train

5.4.4 Check Exist Cabin

prep_survived_age_fare_cabin$Cabin # ตรวจสอบค่าเราลบคอลัมน์ Cabin ทิ้งไปหรือยัง?
## NULL

5.4.5 Check Missing Value Embarked

prep_survived_age_fare_cabin_embarked |>
  filter(Embarked %in% c(NA,"")) |>  # กรองเฉพาะค่าที่มีค่า NA หรือ Missing Value ในคอลัมน์ Embarked
  styled_kable() # ธีมตาราง
## Data Dimensions:  0 rows x 20 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Embarked Source Name_Test Survived_Test Age_Test Fare_Test Name_Train Survived_Train Age_Train Embarked_Train

5.4.6 Check NA / Missing Value Overall

ตรวจสอบ ค่า NA / Missing Value เฉพาะคอลัมน์ที่เราจะนำไปใช้งาน(คอลัมน์เดิมที่ชุดข้อมูลเดิมได้มา)

prep_survived_age_fare_cabin_embarked |>
  select(PassengerId, Survived, Pclass, 
         Name, Sex, Age, SibSp, Parch, 
         Ticket, Fare, Embarked) |> # เลือกเฉพาะคอลัมน์ ที่เราต้องการ (กล่าวคือ คอลัมน์ที่ R ให้มาแต่ทีแรก)
  select(where(~ any(is.na(.) | . == ""))) # สำรวจดูว่ามีคอลัมน์ไหนไหมที่มีค่า NA หรือ ค่า Misising Value อย่างน้อย 1 แถว

5.5 Finalized Dataset for EDA and Model Training

เราได้ข้อมูลที่พร้อมนำไปวิเคราะห์เชิงสำรวจ และเทรนโมเดลแล้ว โดยเราจะเลือกคอลัมน์เดิม ตามที่ชุดข้อมูลนี้ที่ ให้มา พร้อมกับ Preview และ Export ตามหัวข้อด้านล่าง

5.5.1 🔥 Finalized Dataset

# ข้อมูลที่พร้อมใช้งาน สามารถนำไปวิเคราะห์ต่อ
finalize_titanic_data <- prep_survived_age_fare_cabin_embarked |>
  select(PassengerId, Survived, Pclass, 
         Name, Sex, Age, SibSp, Parch, 
         Ticket, Fare, Embarked) # เลือกเฉพาะคอลัมน์ที่มีตั้งแต่เรื่มต้น (ตัดคอลัมน์ที่ Join เข้ามาทิ้ง)

finalize_titanic_data |> styled_kable() # ธีมตาราง
## Data Dimensions:  1309 rows x 11 columns
PassengerId Survived Pclass Name Sex Age SibSp Parch Ticket Fare Embarked
1 0 3 Braund, Mr. Owen Harris male 22.00 1 0 A/5 21171 7.2500 S
2 1 1 Cumings, Mrs. John Bradley (Florence Briggs Thayer) female 38.00 1 0 PC 17599 71.2833 C
3 1 3 Heikkinen, Miss. Laina female 26.00 0 0 STON/O2. 3101282 7.9250 S
4 1 1 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.00 1 0 113803 53.1000 S
5 0 3 Allen, Mr. William Henry male 35.00 0 0 373450 8.0500 S
6 0 3 Moran, Mr. James male 28.00 0 0 330877 8.4583 Q
7 0 1 McCarthy, Mr. Timothy J male 54.00 0 0 17463 51.8625 S
8 0 3 Palsson, Master. Gosta Leonard male 2.00 3 1 349909 21.0750 S
9 1 3 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.00 0 2 347742 11.1333 S
10 1 2 Nasser, Mrs. Nicholas (Adele Achem) female 14.00 1 0 237736 30.0708 C
11 1 3 Sandstrom, Miss. Marguerite Rut female 4.00 1 1 PP 9549 16.7000 S
12 1 1 Bonnell, Miss. Elizabeth female 58.00 0 0 113783 26.5500 S
13 0 3 Saundercock, Mr. William Henry male 20.00 0 0 A/5. 2151 8.0500 S
14 0 3 Andersson, Mr. Anders Johan male 39.00 1 5 347082 31.2750 S
15 0 3 Vestrom, Miss. Hulda Amanda Adolfina female 14.00 0 0 350406 7.8542 S
16 1 2 Hewlett, Mrs. (Mary D Kingcome) female 55.00 0 0 248706 16.0000 S
17 0 3 Rice, Master. Eugene male 2.00 4 1 382652 29.1250 Q
18 1 2 Williams, Mr. Charles Eugene male 23.00 0 0 244373 13.0000 S
19 0 3 Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele) female 31.00 1 0 345763 18.0000 S
20 1 3 Masselmani, Mrs. Fatima female 22.00 0 0 2649 7.2250 C
21 0 2 Fynney, Mr. Joseph J male 35.00 0 0 239865 26.0000 S
22 1 2 Beesley, Mr. Lawrence male 34.00 0 0 248698 13.0000 S
23 1 3 McGowan, Miss. Anna “Annie” female 15.00 0 0 330923 8.0292 Q
24 1 1 Sloper, Mr. William Thompson male 28.00 0 0 113788 35.5000 S
25 0 3 Palsson, Miss. Torborg Danira female 8.00 3 1 349909 21.0750 S
26 1 3 Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson) female 38.00 1 5 347077 31.3875 S
27 0 3 Emir, Mr. Farred Chehab male 26.00 0 0 2631 7.2250 C
28 0 1 Fortune, Mr. Charles Alexander male 19.00 3 2 19950 263.0000 S
29 1 3 O’Dwyer, Miss. Ellen “Nellie” female 22.00 0 0 330959 7.8792 Q
30 0 3 Todoroff, Mr. Lalio male 23.00 0 0 349216 7.8958 S
31 0 1 Uruchurtu, Don. Manuel E male 40.00 0 0 PC 17601 27.7208 C
32 1 1 Spencer, Mrs. William Augustus (Marie Eugenie) female 48.00 1 0 PC 17569 146.5208 C
33 1 3 Glynn, Miss. Mary Agatha female 18.00 0 0 335677 7.7500 Q
34 0 2 Wheadon, Mr. Edward H male 66.00 0 0 C.A. 24579 10.5000 S
35 0 1 Meyer, Mr. Edgar Joseph male 28.00 1 0 PC 17604 82.1708 C
36 0 1 Holverson, Mr. Alexander Oskar male 42.00 1 0 113789 52.0000 S
37 1 3 Mamee, Mr. Hanna male 20.00 0 0 2677 7.2292 C
38 0 3 Cann, Mr. Ernest Charles male 21.00 0 0 A./5. 2152 8.0500 S
39 0 3 Vander Planke, Miss. Augusta Maria female 18.00 2 0 345764 18.0000 S
40 1 3 Nicola-Yarred, Miss. Jamila female 14.00 1 0 2651 11.2417 C
41 0 3 Ahlin, Mrs. Johan (Johanna Persdotter Larsson) female 40.00 1 0 7546 9.4750 S
42 0 2 Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott) female 27.00 1 0 11668 21.0000 S
43 0 3 Kraeff, Mr. Theodor male 28.00 0 0 349253 7.8958 C
44 1 2 Laroche, Miss. Simonne Marie Anne Andree female 3.00 1 2 SC/Paris 2123 41.5792 C
45 1 3 Devaney, Miss. Margaret Delia female 19.00 0 0 330958 7.8792 Q
46 0 3 Rogers, Mr. William John male 30.00 0 0 S.C./A.4. 23567 8.0500 S
47 0 3 Lennon, Mr. Denis male 20.00 1 0 370371 15.5000 Q
48 1 3 O’Driscoll, Miss. Bridget female 27.00 0 0 14311 7.7500 Q
49 0 3 Samaan, Mr. Youssef male 16.00 2 0 2662 21.6792 C
50 0 3 Arnold-Franchi, Mrs. Josef (Josefine Franchi) female 18.00 1 0 349237 17.8000 S
51 0 3 Panula, Master. Juha Niilo male 7.00 4 1 3101295 39.6875 S
52 0 3 Nosworthy, Mr. Richard Cater male 21.00 0 0 A/4. 39886 7.8000 S
53 1 1 Harper, Mrs. Henry Sleeper (Myna Haxtun) female 49.00 1 0 PC 17572 76.7292 C
54 1 2 Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson) female 29.00 1 0 2926 26.0000 S
55 0 1 Ostby, Mr. Engelhart Cornelius male 65.00 0 1 113509 61.9792 C
56 1 1 Woolner, Mr. Hugh male 45.00 0 0 19947 35.5000 S
57 1 2 Rugg, Miss. Emily female 21.00 0 0 C.A. 31026 10.5000 S
58 0 3 Novel, Mr. Mansouer male 28.50 0 0 2697 7.2292 C
59 1 2 West, Miss. Constance Mirium female 5.00 1 2 C.A. 34651 27.7500 S
60 0 3 Goodwin, Master. William Frederick male 11.00 5 2 CA 2144 46.9000 S
61 0 3 Sirayanian, Mr. Orsen male 22.00 0 0 2669 7.2292 C
62 1 1 Icard, Miss. Amelie female 38.00 0 0 113572 80.0000 S
63 0 1 Harris, Mr. Henry Birkhardt male 45.00 1 0 36973 83.4750 S
64 0 3 Skoog, Master. Harald male 4.00 3 2 347088 27.9000 S
65 0 1 Stewart, Mr. Albert A male 64.00 0 0 PC 17605 27.7208 C
66 1 3 Moubarek, Master. Gerios male 7.00 1 1 2661 15.2458 C
67 1 2 Nye, Mrs. (Elizabeth Ramell) female 29.00 0 0 C.A. 29395 10.5000 S
68 0 3 Crease, Mr. Ernest James male 19.00 0 0 S.P. 3464 8.1583 S
69 1 3 Andersson, Miss. Erna Alexandra female 17.00 4 2 3101281 7.9250 S
70 0 3 Kink, Mr. Vincenz male 26.00 2 0 315151 8.6625 S
71 0 2 Jenkin, Mr. Stephen Curnow male 32.00 0 0 C.A. 33111 10.5000 S
72 0 3 Goodwin, Miss. Lillian Amy female 16.00 5 2 CA 2144 46.9000 S
73 0 2 Hood, Mr. Ambrose Jr male 21.00 0 0 S.O.C. 14879 73.5000 S
74 0 3 Chronopoulos, Mr. Apostolos male 26.00 1 0 2680 14.4542 C
75 1 3 Bing, Mr. Lee male 32.00 0 0 1601 56.4958 S
76 0 3 Moen, Mr. Sigurd Hansen male 25.00 0 0 348123 7.6500 S
77 0 3 Staneff, Mr. Ivan male 23.00 0 0 349208 7.8958 S
78 0 3 Moutal, Mr. Rahamin Haim male 28.00 0 0 374746 8.0500 S
79 1 2 Caldwell, Master. Alden Gates male 0.83 0 2 248738 29.0000 S
80 1 3 Dowdell, Miss. Elizabeth female 30.00 0 0 364516 12.4750 S
81 0 3 Waelens, Mr. Achille male 22.00 0 0 345767 9.0000 S
82 1 3 Sheerlinck, Mr. Jan Baptist male 29.00 0 0 345779 9.5000 S
83 1 3 McDermott, Miss. Brigdet Delia female 31.00 0 0 330932 7.7875 Q
84 0 1 Carrau, Mr. Francisco M male 28.00 0 0 113059 47.1000 S
85 1 2 Ilett, Miss. Bertha female 17.00 0 0 SO/C 14885 10.5000 S
86 1 3 Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson) female 33.00 3 0 3101278 15.8500 S
87 0 3 Ford, Mr. William Neal male 16.00 1 3 W./C. 6608 34.3750 S
88 0 3 Slocovski, Mr. Selman Francis male 20.00 0 0 SOTON/OQ 392086 8.0500 S
89 1 1 Fortune, Miss. Mabel Helen female 23.00 3 2 19950 263.0000 S
90 0 3 Celotti, Mr. Francesco male 24.00 0 0 343275 8.0500 S
91 0 3 Christmann, Mr. Emil male 29.00 0 0 343276 8.0500 S
92 0 3 Andreasson, Mr. Paul Edvin male 20.00 0 0 347466 7.8542 S
93 0 1 Chaffee, Mr. Herbert Fuller male 46.00 1 0 W.E.P. 5734 61.1750 S
94 0 3 Dean, Mr. Bertram Frank male 26.00 1 2 C.A. 2315 20.5750 S
95 0 3 Coxon, Mr. Daniel male 59.00 0 0 364500 7.2500 S
96 0 3 Shorney, Mr. Charles Joseph male 22.00 0 0 374910 8.0500 S
97 0 1 Goldschmidt, Mr. George B male 71.00 0 0 PC 17754 34.6542 C
98 1 1 Greenfield, Mr. William Bertram male 23.00 0 1 PC 17759 63.3583 C
99 1 2 Doling, Mrs. John T (Ada Julia Bone) female 34.00 0 1 231919 23.0000 S
100 0 2 Kantor, Mr. Sinai male 34.00 1 0 244367 26.0000 S
101 0 3 Petranec, Miss. Matilda female 28.00 0 0 349245 7.8958 S
102 0 3 Petroff, Mr. Pastcho (“Pentcho”) male 29.00 0 0 349215 7.8958 S
103 0 1 White, Mr. Richard Frasar male 21.00 0 1 35281 77.2875 S
104 0 3 Johansson, Mr. Gustaf Joel male 33.00 0 0 7540 8.6542 S
105 0 3 Gustafsson, Mr. Anders Vilhelm male 37.00 2 0 3101276 7.9250 S
106 0 3 Mionoff, Mr. Stoytcho male 28.00 0 0 349207 7.8958 S
107 1 3 Salkjelsvik, Miss. Anna Kristine female 21.00 0 0 343120 7.6500 S
108 1 3 Moss, Mr. Albert Johan male 29.00 0 0 312991 7.7750 S
109 0 3 Rekic, Mr. Tido male 38.00 0 0 349249 7.8958 S
110 1 3 Moran, Miss. Bertha female 28.00 1 0 371110 24.1500 Q
111 0 1 Porter, Mr. Walter Chamberlain male 47.00 0 0 110465 52.0000 S
112 0 3 Zabour, Miss. Hileni female 14.50 1 0 2665 14.4542 C
113 0 3 Barton, Mr. David John male 22.00 0 0 324669 8.0500 S
114 0 3 Jussila, Miss. Katriina female 20.00 1 0 4136 9.8250 S
115 0 3 Attalah, Miss. Malake female 17.00 0 0 2627 14.4583 C
116 0 3 Pekoniemi, Mr. Edvard male 21.00 0 0 STON/O 2. 3101294 7.9250 S
117 0 3 Connors, Mr. Patrick male 70.50 0 0 370369 7.7500 Q
118 0 2 Turpin, Mr. William John Robert male 29.00 1 0 11668 21.0000 S
119 0 1 Baxter, Mr. Quigg Edmond male 24.00 0 1 PC 17558 247.5208 C
120 0 3 Andersson, Miss. Ellis Anna Maria female 2.00 4 2 347082 31.2750 S
121 0 2 Hickman, Mr. Stanley George male 21.00 2 0 S.O.C. 14879 73.5000 S
122 0 3 Moore, Mr. Leonard Charles male 19.00 0 0 A4. 54510 8.0500 S
123 0 2 Nasser, Mr. Nicholas male 32.50 1 0 237736 30.0708 C
124 1 2 Webber, Miss. Susan female 32.50 0 0 27267 13.0000 S
125 0 1 White, Mr. Percival Wayland male 54.00 0 1 35281 77.2875 S
126 1 3 Nicola-Yarred, Master. Elias male 12.00 1 0 2651 11.2417 C
127 0 3 McMahon, Mr. Martin male 19.00 0 0 370372 7.7500 Q
128 1 3 Madsen, Mr. Fridtjof Arne male 24.00 0 0 C 17369 7.1417 S
129 1 3 Peter, Miss. Anna female 2.00 1 1 2668 22.3583 C
130 0 3 Ekstrom, Mr. Johan male 45.00 0 0 347061 6.9750 S
131 0 3 Drazenoic, Mr. Jozef male 33.00 0 0 349241 7.8958 C
132 0 3 Coelho, Mr. Domingos Fernandeo male 20.00 0 0 SOTON/O.Q. 3101307 7.0500 S
133 0 3 Robins, Mrs. Alexander A (Grace Charity Laury) female 47.00 1 0 A/5. 3337 14.5000 S
134 1 2 Weisz, Mrs. Leopold (Mathilde Francoise Pede) female 29.00 1 0 228414 26.0000 S
135 0 2 Sobey, Mr. Samuel James Hayden male 25.00 0 0 C.A. 29178 13.0000 S
136 0 2 Richard, Mr. Emile male 23.00 0 0 SC/PARIS 2133 15.0458 C
137 1 1 Newsom, Miss. Helen Monypeny female 19.00 0 2 11752 26.2833 S
138 0 1 Futrelle, Mr. Jacques Heath male 37.00 1 0 113803 53.1000 S
139 0 3 Osen, Mr. Olaf Elon male 16.00 0 0 7534 9.2167 S
140 0 1 Giglio, Mr. Victor male 24.00 0 0 PC 17593 79.2000 C
141 0 3 Boulos, Mrs. Joseph (Sultana) female 40.00 0 2 2678 15.2458 C
142 1 3 Nysten, Miss. Anna Sofia female 22.00 0 0 347081 7.7500 S
143 1 3 Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck) female 24.00 1 0 STON/O2. 3101279 15.8500 S
144 0 3 Burke, Mr. Jeremiah male 19.00 0 0 365222 6.7500 Q
145 0 2 Andrew, Mr. Edgardo Samuel male 18.00 0 0 231945 11.5000 S
146 0 2 Nicholls, Mr. Joseph Charles male 19.00 1 1 C.A. 33112 36.7500 S
147 1 3 Andersson, Mr. August Edvard (“Wennerstrom”) male 27.00 0 0 350043 7.7958 S
148 0 3 Ford, Miss. Robina Maggie “Ruby” female 9.00 2 2 W./C. 6608 34.3750 S
149 0 2 Navratil, Mr. Michel (“Louis M Hoffman”) male 36.50 0 2 230080 26.0000 S
150 0 2 Byles, Rev. Thomas Roussel Davids male 42.00 0 0 244310 13.0000 S
151 0 2 Bateman, Rev. Robert James male 51.00 0 0 S.O.P. 1166 12.5250 S
152 1 1 Pears, Mrs. Thomas (Edith Wearne) female 22.00 1 0 113776 66.6000 S
153 0 3 Meo, Mr. Alfonzo male 55.50 0 0 A.5. 11206 8.0500 S
154 0 3 van Billiard, Mr. Austin Blyler male 40.50 0 2 A/5. 851 14.5000 S
155 0 3 Olsen, Mr. Ole Martin male 27.00 0 0 Fa 265302 7.3125 S
156 0 1 Williams, Mr. Charles Duane male 51.00 0 1 PC 17597 61.3792 C
157 1 3 Gilnagh, Miss. Katherine “Katie” female 16.00 0 0 35851 7.7333 Q
158 0 3 Corn, Mr. Harry male 30.00 0 0 SOTON/OQ 392090 8.0500 S
159 0 3 Smiljanic, Mr. Mile male 37.00 0 0 315037 8.6625 S
160 0 3 Sage, Master. Thomas Henry male 5.00 8 2 CA. 2343 69.5500 S
161 0 3 Cribb, Mr. John Hatfield male 44.00 0 1 371362 16.1000 S
162 1 2 Watt, Mrs. James (Elizabeth “Bessie” Inglis Milne) female 40.00 0 0 C.A. 33595 15.7500 S
163 0 3 Bengtsson, Mr. John Viktor male 26.00 0 0 347068 7.7750 S
164 0 3 Calic, Mr. Jovo male 17.00 0 0 315093 8.6625 S
165 0 3 Panula, Master. Eino Viljami male 1.00 4 1 3101295 39.6875 S
166 1 3 Goldsmith, Master. Frank John William “Frankie” male 9.00 0 2 363291 20.5250 S
167 1 1 Chibnall, Mrs. (Edith Martha Bowerman) female 48.00 0 1 113505 55.0000 S
168 0 3 Skoog, Mrs. William (Anna Bernhardina Karlsson) female 45.00 1 4 347088 27.9000 S
169 0 1 Baumann, Mr. John D male 48.00 0 0 PC 17318 25.9250 S
170 0 3 Ling, Mr. Lee male 28.00 0 0 1601 56.4958 S
171 0 1 Van der hoef, Mr. Wyckoff male 61.00 0 0 111240 33.5000 S
172 0 3 Rice, Master. Arthur male 4.00 4 1 382652 29.1250 Q
173 1 3 Johnson, Miss. Eleanor Ileen female 1.00 1 1 347742 11.1333 S
174 0 3 Sivola, Mr. Antti Wilhelm male 21.00 0 0 STON/O 2. 3101280 7.9250 S
175 0 1 Smith, Mr. James Clinch male 56.00 0 0 17764 30.6958 C
176 0 3 Klasen, Mr. Klas Albin male 18.00 1 1 350404 7.8542 S
177 0 3 Lefebre, Master. Henry Forbes male 50.00 3 1 4133 25.4667 S
178 0 1 Isham, Miss. Ann Elizabeth female 50.00 0 0 PC 17595 28.7125 C
179 0 2 Hale, Mr. Reginald male 30.00 0 0 250653 13.0000 S
180 0 3 Leonard, Mr. Lionel male 36.00 0 0 LINE 0.0000 S
181 0 3 Sage, Miss. Constance Gladys female 7.00 8 2 CA. 2343 69.5500 S
182 0 2 Pernot, Mr. Rene male 39.00 0 0 SC/PARIS 2131 15.0500 C
183 0 3 Asplund, Master. Clarence Gustaf Hugo male 9.00 4 2 347077 31.3875 S
184 1 2 Becker, Master. Richard F male 1.00 2 1 230136 39.0000 S
185 1 3 Kink-Heilmann, Miss. Luise Gretchen female 4.00 0 2 315153 22.0250 S
186 0 1 Rood, Mr. Hugh Roscoe male 39.00 0 0 113767 50.0000 S
187 1 3 O’Brien, Mrs. Thomas (Johanna “Hannah” Godfrey) female 27.00 1 0 370365 15.5000 Q
188 1 1 Romaine, Mr. Charles Hallace (“Mr C Rolmane”) male 45.00 0 0 111428 26.5500 S
189 0 3 Bourke, Mr. John male 40.00 1 1 364849 15.5000 Q
190 0 3 Turcin, Mr. Stjepan male 36.00 0 0 349247 7.8958 S
191 1 2 Pinsky, Mrs. (Rosa) female 32.00 0 0 234604 13.0000 S
192 0 2 Carbines, Mr. William male 19.00 0 0 28424 13.0000 S
193 1 3 Andersen-Jensen, Miss. Carla Christine Nielsine female 19.00 1 0 350046 7.8542 S
194 1 2 Navratil, Master. Michel M male 3.00 1 1 230080 26.0000 S
195 1 1 Brown, Mrs. James Joseph (Margaret Tobin) female 44.00 0 0 PC 17610 27.7208 C
196 1 1 Lurette, Miss. Elise female 58.00 0 0 PC 17569 146.5208 C
197 0 3 Mernagh, Mr. Robert male 28.00 0 0 368703 7.7500 Q
198 0 3 Olsen, Mr. Karl Siegwart Andreas male 42.00 0 1 4579 8.4042 S
199 1 3 Madigan, Miss. Margaret “Maggie” female 21.00 0 0 370370 7.7500 Q
200 0 2 Yrois, Miss. Henriette (“Mrs Harbeck”) female 24.00 0 0 248747 13.0000 S
201 0 3 Vande Walle, Mr. Nestor Cyriel male 28.00 0 0 345770 9.5000 S
202 0 3 Sage, Mr. Frederick male 16.00 8 2 CA. 2343 69.5500 S
203 0 3 Johanson, Mr. Jakob Alfred male 34.00 0 0 3101264 6.4958 S
204 0 3 Youseff, Mr. Gerious male 45.50 0 0 2628 7.2250 C
205 1 3 Cohen, Mr. Gurshon “Gus” male 18.00 0 0 A/5 3540 8.0500 S
206 0 3 Strom, Miss. Telma Matilda female 2.00 0 1 347054 10.4625 S
207 0 3 Backstrom, Mr. Karl Alfred male 32.00 1 0 3101278 15.8500 S
208 1 3 Albimona, Mr. Nassef Cassem male 26.00 0 0 2699 18.7875 C
209 1 3 Carr, Miss. Helen “Ellen” female 16.00 0 0 367231 7.7500 Q
210 1 1 Blank, Mr. Henry male 40.00 0 0 112277 31.0000 C
211 0 3 Ali, Mr. Ahmed male 24.00 0 0 SOTON/O.Q. 3101311 7.0500 S
212 1 2 Cameron, Miss. Clear Annie female 35.00 0 0 F.C.C. 13528 21.0000 S
213 0 3 Perkin, Mr. John Henry male 22.00 0 0 A/5 21174 7.2500 S
214 0 2 Givard, Mr. Hans Kristensen male 30.00 0 0 250646 13.0000 S
215 0 3 Kiernan, Mr. Philip male 22.00 1 0 367229 7.7500 Q
216 1 1 Newell, Miss. Madeleine female 31.00 1 0 35273 113.2750 C
217 1 3 Honkanen, Miss. Eliina female 27.00 0 0 STON/O2. 3101283 7.9250 S
218 0 2 Jacobsohn, Mr. Sidney Samuel male 42.00 1 0 243847 27.0000 S
219 1 1 Bazzani, Miss. Albina female 32.00 0 0 11813 76.2917 C
220 0 2 Harris, Mr. Walter male 30.00 0 0 W/C 14208 10.5000 S
221 1 3 Sunderland, Mr. Victor Francis male 16.00 0 0 SOTON/OQ 392089 8.0500 S
222 0 2 Bracken, Mr. James H male 27.00 0 0 220367 13.0000 S
223 0 3 Green, Mr. George Henry male 51.00 0 0 21440 8.0500 S
224 0 3 Nenkoff, Mr. Christo male 22.00 0 0 349234 7.8958 S
225 1 1 Hoyt, Mr. Frederick Maxfield male 38.00 1 0 19943 90.0000 S
226 0 3 Berglund, Mr. Karl Ivar Sven male 22.00 0 0 PP 4348 9.3500 S
227 1 2 Mellors, Mr. William John male 19.00 0 0 SW/PP 751 10.5000 S
228 0 3 Lovell, Mr. John Hall (“Henry”) male 20.50 0 0 A/5 21173 7.2500 S
229 0 2 Fahlstrom, Mr. Arne Jonas male 18.00 0 0 236171 13.0000 S
230 0 3 Lefebre, Miss. Mathilde female 12.00 3 1 4133 25.4667 S
231 1 1 Harris, Mrs. Henry Birkhardt (Irene Wallach) female 35.00 1 0 36973 83.4750 S
232 0 3 Larsson, Mr. Bengt Edvin male 29.00 0 0 347067 7.7750 S
233 0 2 Sjostedt, Mr. Ernst Adolf male 59.00 0 0 237442 13.5000 S
234 1 3 Asplund, Miss. Lillian Gertrud female 5.00 4 2 347077 31.3875 S
235 0 2 Leyson, Mr. Robert William Norman male 24.00 0 0 C.A. 29566 10.5000 S
236 0 3 Harknett, Miss. Alice Phoebe female 21.00 0 0 W./C. 6609 7.5500 S
237 0 2 Hold, Mr. Stephen male 44.00 1 0 26707 26.0000 S
238 1 2 Collyer, Miss. Marjorie “Lottie” female 8.00 0 2 C.A. 31921 26.2500 S
239 0 2 Pengelly, Mr. Frederick William male 19.00 0 0 28665 10.5000 S
240 0 2 Hunt, Mr. George Henry male 33.00 0 0 SCO/W 1585 12.2750 S
241 0 3 Zabour, Miss. Thamine female 19.00 1 0 2665 14.4542 C
242 1 3 Murphy, Miss. Katherine “Kate” female 18.00 1 0 367230 15.5000 Q
243 0 2 Coleridge, Mr. Reginald Charles male 29.00 0 0 W./C. 14263 10.5000 S
244 0 3 Maenpaa, Mr. Matti Alexanteri male 22.00 0 0 STON/O 2. 3101275 7.1250 S
245 0 3 Attalah, Mr. Sleiman male 30.00 0 0 2694 7.2250 C
246 0 1 Minahan, Dr. William Edward male 44.00 2 0 19928 90.0000 Q
247 0 3 Lindahl, Miss. Agda Thorilda Viktoria female 25.00 0 0 347071 7.7750 S
248 1 2 Hamalainen, Mrs. William (Anna) female 24.00 0 2 250649 14.5000 S
249 1 1 Beckwith, Mr. Richard Leonard male 37.00 1 1 11751 52.5542 S
250 0 2 Carter, Rev. Ernest Courtenay male 54.00 1 0 244252 26.0000 S
251 0 3 Reed, Mr. James George male 18.00 0 0 362316 7.2500 S
252 0 3 Strom, Mrs. Wilhelm (Elna Matilda Persson) female 29.00 1 1 347054 10.4625 S
253 0 1 Stead, Mr. William Thomas male 62.00 0 0 113514 26.5500 S
254 0 3 Lobb, Mr. William Arthur male 30.00 1 0 A/5. 3336 16.1000 S
255 0 3 Rosblom, Mrs. Viktor (Helena Wilhelmina) female 41.00 0 2 370129 20.2125 S
256 1 3 Touma, Mrs. Darwis (Hanne Youssef Razi) female 29.00 0 2 2650 15.2458 C
257 1 1 Thorne, Mrs. Gertrude Maybelle female 37.00 0 0 PC 17585 79.2000 C
258 1 1 Cherry, Miss. Gladys female 30.00 0 0 110152 86.5000 S
259 1 1 Ward, Miss. Anna female 35.00 0 0 PC 17755 512.3292 C
260 1 2 Parrish, Mrs. (Lutie Davis) female 50.00 0 1 230433 26.0000 S
261 0 3 Smith, Mr. Thomas male 26.00 0 0 384461 7.7500 Q
262 1 3 Asplund, Master. Edvin Rojj Felix male 3.00 4 2 347077 31.3875 S
263 0 1 Taussig, Mr. Emil male 52.00 1 1 110413 79.6500 S
264 0 1 Harrison, Mr. William male 40.00 0 0 112059 0.0000 S
265 0 3 Henry, Miss. Delia female 22.00 0 0 382649 7.7500 Q
266 0 2 Reeves, Mr. David male 36.00 0 0 C.A. 17248 10.5000 S
267 0 3 Panula, Mr. Ernesti Arvid male 16.00 4 1 3101295 39.6875 S
268 1 3 Persson, Mr. Ernst Ulrik male 25.00 1 0 347083 7.7750 S
269 1 1 Graham, Mrs. William Thompson (Edith Junkins) female 58.00 0 1 PC 17582 153.4625 S
270 1 1 Bissette, Miss. Amelia female 35.00 0 0 PC 17760 135.6333 S
271 0 1 Cairns, Mr. Alexander male 28.00 0 0 113798 31.0000 S
272 1 3 Tornquist, Mr. William Henry male 25.00 0 0 LINE 0.0000 S
273 1 2 Mellinger, Mrs. (Elizabeth Anne Maidment) female 41.00 0 1 250644 19.5000 S
274 0 1 Natsch, Mr. Charles H male 37.00 0 1 PC 17596 29.7000 C
275 1 3 Healy, Miss. Hanora “Nora” female 33.00 0 0 370375 7.7500 Q
276 1 1 Andrews, Miss. Kornelia Theodosia female 63.00 1 0 13502 77.9583 S
277 0 3 Lindblom, Miss. Augusta Charlotta female 45.00 0 0 347073 7.7500 S
278 0 2 Parkes, Mr. Francis “Frank” male 21.00 0 0 239853 0.0000 S
279 0 3 Rice, Master. Eric male 7.00 4 1 382652 29.1250 Q
280 1 3 Abbott, Mrs. Stanton (Rosa Hunt) female 35.00 1 1 C.A. 2673 20.2500 S
281 0 3 Duane, Mr. Frank male 65.00 0 0 336439 7.7500 Q
282 0 3 Olsson, Mr. Nils Johan Goransson male 28.00 0 0 347464 7.8542 S
283 0 3 de Pelsmaeker, Mr. Alfons male 16.00 0 0 345778 9.5000 S
284 1 3 Dorking, Mr. Edward Arthur male 19.00 0 0 A/5. 10482 8.0500 S
285 0 1 Smith, Mr. Richard William male 57.00 0 0 113056 26.0000 S
286 0 3 Stankovic, Mr. Ivan male 33.00 0 0 349239 8.6625 C
287 1 3 de Mulder, Mr. Theodore male 30.00 0 0 345774 9.5000 S
288 0 3 Naidenoff, Mr. Penko male 22.00 0 0 349206 7.8958 S
289 1 2 Hosono, Mr. Masabumi male 42.00 0 0 237798 13.0000 S
290 1 3 Connolly, Miss. Kate female 22.00 0 0 370373 7.7500 Q
291 1 1 Barber, Miss. Ellen “Nellie” female 26.00 0 0 19877 78.8500 S
292 1 1 Bishop, Mrs. Dickinson H (Helen Walton) female 19.00 1 0 11967 91.0792 C
293 0 2 Levy, Mr. Rene Jacques male 36.00 0 0 SC/Paris 2163 12.8750 C
294 0 3 Haas, Miss. Aloisia female 24.00 0 0 349236 8.8500 S
295 0 3 Mineff, Mr. Ivan male 24.00 0 0 349233 7.8958 S
296 0 1 Lewy, Mr. Ervin G male 30.00 0 0 PC 17612 27.7208 C
297 0 3 Hanna, Mr. Mansour male 23.50 0 0 2693 7.2292 C
298 0 1 Allison, Miss. Helen Loraine female 2.00 1 2 113781 151.5500 S
299 1 1 Saalfeld, Mr. Adolphe male 47.00 0 0 19988 30.5000 S
300 1 1 Baxter, Mrs. James (Helene DeLaudeniere Chaput) female 50.00 0 1 PC 17558 247.5208 C
301 1 3 Kelly, Miss. Anna Katherine “Annie Kate” female 20.00 0 0 9234 7.7500 Q
302 1 3 McCoy, Mr. Bernard male 24.00 2 0 367226 23.2500 Q
303 0 3 Johnson, Mr. William Cahoone Jr male 19.00 0 0 LINE 0.0000 S
304 1 2 Keane, Miss. Nora A female 46.00 0 0 226593 12.3500 Q
305 0 3 Williams, Mr. Howard Hugh “Harry” male 28.00 0 0 A/5 2466 8.0500 S
306 1 1 Allison, Master. Hudson Trevor male 0.92 1 2 113781 151.5500 S
307 1 1 Fleming, Miss. Margaret female 42.00 0 0 17421 110.8833 C
308 1 1 Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo) female 17.00 1 0 PC 17758 108.9000 C
309 0 2 Abelson, Mr. Samuel male 30.00 1 0 P/PP 3381 24.0000 C
310 1 1 Francatelli, Miss. Laura Mabel female 30.00 0 0 PC 17485 56.9292 C
311 1 1 Hays, Miss. Margaret Bechstein female 24.00 0 0 11767 83.1583 C
312 1 1 Ryerson, Miss. Emily Borie female 18.00 2 2 PC 17608 262.3750 C
313 0 2 Lahtinen, Mrs. William (Anna Sylfven) female 26.00 1 1 250651 26.0000 S
314 0 3 Hendekovic, Mr. Ignjac male 28.00 0 0 349243 7.8958 S
315 0 2 Hart, Mr. Benjamin male 43.00 1 1 F.C.C. 13529 26.2500 S
316 1 3 Nilsson, Miss. Helmina Josefina female 26.00 0 0 347470 7.8542 S
317 1 2 Kantor, Mrs. Sinai (Miriam Sternin) female 24.00 1 0 244367 26.0000 S
318 0 2 Moraweck, Dr. Ernest male 54.00 0 0 29011 14.0000 S
319 1 1 Wick, Miss. Mary Natalie female 31.00 0 2 36928 164.8667 S
320 1 1 Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone) female 40.00 1 1 16966 134.5000 C
321 0 3 Dennis, Mr. Samuel male 22.00 0 0 A/5 21172 7.2500 S
322 0 3 Danoff, Mr. Yoto male 27.00 0 0 349219 7.8958 S
323 1 2 Slayter, Miss. Hilda Mary female 30.00 0 0 234818 12.3500 Q
324 1 2 Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh) female 22.00 1 1 248738 29.0000 S
325 0 3 Sage, Mr. George John Jr male 19.00 8 2 CA. 2343 69.5500 S
326 1 1 Young, Miss. Marie Grice female 36.00 0 0 PC 17760 135.6333 C
327 0 3 Nysveen, Mr. Johan Hansen male 61.00 0 0 345364 6.2375 S
328 1 2 Ball, Mrs. (Ada E Hall) female 36.00 0 0 28551 13.0000 S
329 1 3 Goldsmith, Mrs. Frank John (Emily Alice Brown) female 31.00 1 1 363291 20.5250 S
330 1 1 Hippach, Miss. Jean Gertrude female 16.00 0 1 111361 57.9792 C
331 1 3 McCoy, Miss. Agnes female 29.00 2 0 367226 23.2500 Q
332 0 1 Partner, Mr. Austen male 45.50 0 0 113043 28.5000 S
333 0 1 Graham, Mr. George Edward male 38.00 0 1 PC 17582 153.4625 S
334 0 3 Vander Planke, Mr. Leo Edmondus male 16.00 2 0 345764 18.0000 S
335 1 1 Frauenthal, Mrs. Henry William (Clara Heinsheimer) female 42.00 1 0 PC 17611 133.6500 S
336 0 3 Denkoff, Mr. Mitto male 30.00 0 0 349225 7.8958 S
337 0 1 Pears, Mr. Thomas Clinton male 29.00 1 0 113776 66.6000 S
338 1 1 Burns, Miss. Elizabeth Margaret female 41.00 0 0 16966 134.5000 C
339 1 3 Dahl, Mr. Karl Edwart male 45.00 0 0 7598 8.0500 S
340 0 1 Blackwell, Mr. Stephen Weart male 45.00 0 0 113784 35.5000 S
341 1 2 Navratil, Master. Edmond Roger male 2.00 1 1 230080 26.0000 S
342 1 1 Fortune, Miss. Alice Elizabeth female 24.00 3 2 19950 263.0000 S
343 0 2 Collander, Mr. Erik Gustaf male 28.00 0 0 248740 13.0000 S
344 0 2 Sedgwick, Mr. Charles Frederick Waddington male 25.00 0 0 244361 13.0000 S
345 0 2 Fox, Mr. Stanley Hubert male 36.00 0 0 229236 13.0000 S
346 1 2 Brown, Miss. Amelia “Mildred” female 24.00 0 0 248733 13.0000 S
347 1 2 Smith, Miss. Marion Elsie female 40.00 0 0 31418 13.0000 S
348 1 3 Davison, Mrs. Thomas Henry (Mary E Finck) female 32.00 1 0 386525 16.1000 S
349 1 3 Coutts, Master. William Loch “William” male 3.00 1 1 C.A. 37671 15.9000 S
350 0 3 Dimic, Mr. Jovan male 42.00 0 0 315088 8.6625 S
351 0 3 Odahl, Mr. Nils Martin male 23.00 0 0 7267 9.2250 S
352 0 1 Williams-Lambert, Mr. Fletcher Fellows male 43.00 0 0 113510 35.0000 S
353 0 3 Elias, Mr. Tannous male 15.00 1 1 2695 7.2292 C
354 0 3 Arnold-Franchi, Mr. Josef male 25.00 1 0 349237 17.8000 S
355 0 3 Yousif, Mr. Wazli male 23.00 0 0 2647 7.2250 C
356 0 3 Vanden Steen, Mr. Leo Peter male 28.00 0 0 345783 9.5000 S
357 1 1 Bowerman, Miss. Elsie Edith female 22.00 0 1 113505 55.0000 S
358 0 2 Funk, Miss. Annie Clemmer female 38.00 0 0 237671 13.0000 S
359 1 3 McGovern, Miss. Mary female 20.00 0 0 330931 7.8792 Q
360 1 3 Mockler, Miss. Helen Mary “Ellie” female 23.00 0 0 330980 7.8792 Q
361 0 3 Skoog, Mr. Wilhelm male 40.00 1 4 347088 27.9000 S
362 0 2 del Carlo, Mr. Sebastiano male 29.00 1 0 SC/PARIS 2167 27.7208 C
363 0 3 Barbara, Mrs. (Catherine David) female 45.00 0 1 2691 14.4542 C
364 0 3 Asim, Mr. Adola male 35.00 0 0 SOTON/O.Q. 3101310 7.0500 S
365 0 3 O’Brien, Mr. Thomas male 26.00 1 0 370365 15.5000 Q
366 0 3 Adahl, Mr. Mauritz Nils Martin male 30.00 0 0 C 7076 7.2500 S
367 1 1 Warren, Mrs. Frank Manley (Anna Sophia Atkinson) female 60.00 1 0 110813 75.2500 C
368 1 3 Moussa, Mrs. (Mantoura Boulos) female 52.00 0 0 2626 7.2292 C
369 1 3 Jermyn, Miss. Annie female 26.00 0 0 14313 7.7500 Q
370 1 1 Aubart, Mme. Leontine Pauline female 24.00 0 0 PC 17477 69.3000 C
371 1 1 Harder, Mr. George Achilles male 25.00 1 0 11765 55.4417 C
372 0 3 Wiklund, Mr. Jakob Alfred male 18.00 1 0 3101267 6.4958 S
373 0 3 Beavan, Mr. William Thomas male 19.00 0 0 323951 8.0500 S
374 0 1 Ringhini, Mr. Sante male 22.00 0 0 PC 17760 135.6333 C
375 0 3 Palsson, Miss. Stina Viola female 3.00 3 1 349909 21.0750 S
376 1 1 Meyer, Mrs. Edgar Joseph (Leila Saks) female 25.00 1 0 PC 17604 82.1708 C
377 1 3 Landergren, Miss. Aurora Adelia female 22.00 0 0 C 7077 7.2500 S
378 0 1 Widener, Mr. Harry Elkins male 27.00 0 2 113503 211.5000 C
379 0 3 Betros, Mr. Tannous male 20.00 0 0 2648 4.0125 C
380 0 3 Gustafsson, Mr. Karl Gideon male 19.00 0 0 347069 7.7750 S
381 1 1 Bidois, Miss. Rosalie female 42.00 0 0 PC 17757 227.5250 C
382 1 3 Nakid, Miss. Maria (“Mary”) female 1.00 0 2 2653 15.7417 C
383 0 3 Tikkanen, Mr. Juho male 32.00 0 0 STON/O 2. 3101293 7.9250 S
384 1 1 Holverson, Mrs. Alexander Oskar (Mary Aline Towner) female 35.00 1 0 113789 52.0000 S
385 0 3 Plotcharsky, Mr. Vasil male 27.00 0 0 349227 7.8958 S
386 0 2 Davies, Mr. Charles Henry male 18.00 0 0 S.O.C. 14879 73.5000 S
387 0 3 Goodwin, Master. Sidney Leonard male 1.00 5 2 CA 2144 46.9000 S
388 1 2 Buss, Miss. Kate female 36.00 0 0 27849 13.0000 S
389 0 3 Sadlier, Mr. Matthew male 19.00 0 0 367655 7.7292 Q
390 1 2 Lehmann, Miss. Bertha female 17.00 0 0 SC 1748 12.0000 C
391 1 1 Carter, Mr. William Ernest male 36.00 1 2 113760 120.0000 S
392 1 3 Jansson, Mr. Carl Olof male 21.00 0 0 350034 7.7958 S
393 0 3 Gustafsson, Mr. Johan Birger male 28.00 2 0 3101277 7.9250 S
394 1 1 Newell, Miss. Marjorie female 23.00 1 0 35273 113.2750 C
395 1 3 Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson) female 24.00 0 2 PP 9549 16.7000 S
396 0 3 Johansson, Mr. Erik male 22.00 0 0 350052 7.7958 S
397 0 3 Olsson, Miss. Elina female 31.00 0 0 350407 7.8542 S
398 0 2 McKane, Mr. Peter David male 46.00 0 0 28403 26.0000 S
399 0 2 Pain, Dr. Alfred male 23.00 0 0 244278 10.5000 S
400 1 2 Trout, Mrs. William H (Jessie L) female 28.00 0 0 240929 12.6500 S
401 1 3 Niskanen, Mr. Juha male 39.00 0 0 STON/O 2. 3101289 7.9250 S
402 0 3 Adams, Mr. John male 26.00 0 0 341826 8.0500 S
403 0 3 Jussila, Miss. Mari Aina female 21.00 1 0 4137 9.8250 S
404 0 3 Hakkarainen, Mr. Pekka Pietari male 28.00 1 0 STON/O2. 3101279 15.8500 S
405 0 3 Oreskovic, Miss. Marija female 20.00 0 0 315096 8.6625 S
406 0 2 Gale, Mr. Shadrach male 34.00 1 0 28664 21.0000 S
407 0 3 Widegren, Mr. Carl/Charles Peter male 51.00 0 0 347064 7.7500 S
408 1 2 Richards, Master. William Rowe male 3.00 1 1 29106 18.7500 S
409 0 3 Birkeland, Mr. Hans Martin Monsen male 21.00 0 0 312992 7.7750 S
410 0 3 Lefebre, Miss. Ida female 3.00 3 1 4133 25.4667 S
411 0 3 Sdycoff, Mr. Todor male 42.00 0 0 349222 7.8958 S
412 0 3 Hart, Mr. Henry male 30.00 0 0 394140 6.8583 Q
413 1 1 Minahan, Miss. Daisy E female 33.00 1 0 19928 90.0000 Q
414 0 2 Cunningham, Mr. Alfred Fleming male 21.00 0 0 239853 0.0000 S
415 1 3 Sundman, Mr. Johan Julian male 44.00 0 0 STON/O 2. 3101269 7.9250 S
416 0 3 Meek, Mrs. Thomas (Annie Louise Rowley) female 32.00 0 0 343095 8.0500 S
417 1 2 Drew, Mrs. James Vivian (Lulu Thorne Christian) female 34.00 1 1 28220 32.5000 S
418 1 2 Silven, Miss. Lyyli Karoliina female 18.00 0 2 250652 13.0000 S
419 0 2 Matthews, Mr. William John male 30.00 0 0 28228 13.0000 S
420 0 3 Van Impe, Miss. Catharina female 10.00 0 2 345773 24.1500 S
421 0 3 Gheorgheff, Mr. Stanio male 28.00 0 0 349254 7.8958 C
422 0 3 Charters, Mr. David male 21.00 0 0 A/5. 13032 7.7333 Q
423 0 3 Zimmerman, Mr. Leo male 29.00 0 0 315082 7.8750 S
424 0 3 Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren) female 28.00 1 1 347080 14.4000 S
425 0 3 Rosblom, Mr. Viktor Richard male 18.00 1 1 370129 20.2125 S
426 0 3 Wiseman, Mr. Phillippe male 53.00 0 0 A/4. 34244 7.2500 S
427 1 2 Clarke, Mrs. Charles V (Ada Maria Winfield) female 28.00 1 0 2003 26.0000 S
428 1 2 Phillips, Miss. Kate Florence (“Mrs Kate Louise Phillips Marshall”) female 19.00 0 0 250655 26.0000 S
429 0 3 Flynn, Mr. James male 28.00 0 0 364851 7.7500 Q
430 1 3 Pickard, Mr. Berk (Berk Trembisky) male 32.00 0 0 SOTON/O.Q. 392078 8.0500 S
431 1 1 Bjornstrom-Steffansson, Mr. Mauritz Hakan male 28.00 0 0 110564 26.5500 S
432 1 3 Thorneycroft, Mrs. Percival (Florence Kate White) female 32.00 1 0 376564 16.1000 S
433 1 2 Louch, Mrs. Charles Alexander (Alice Adelaide Slow) female 42.00 1 0 SC/AH 3085 26.0000 S
434 0 3 Kallio, Mr. Nikolai Erland male 17.00 0 0 STON/O 2. 3101274 7.1250 S
435 0 1 Silvey, Mr. William Baird male 50.00 1 0 13507 55.9000 S
436 1 1 Carter, Miss. Lucile Polk female 14.00 1 2 113760 120.0000 S
437 0 3 Ford, Miss. Doolina Margaret “Daisy” female 21.00 2 2 W./C. 6608 34.3750 S
438 1 2 Richards, Mrs. Sidney (Emily Hocking) female 24.00 2 3 29106 18.7500 S
439 0 1 Fortune, Mr. Mark male 64.00 1 4 19950 263.0000 S
440 0 2 Kvillner, Mr. Johan Henrik Johannesson male 31.00 0 0 C.A. 18723 10.5000 S
441 1 2 Hart, Mrs. Benjamin (Esther Ada Bloomfield) female 45.00 1 1 F.C.C. 13529 26.2500 S
442 0 3 Hampe, Mr. Leon male 20.00 0 0 345769 9.5000 S
443 0 3 Petterson, Mr. Johan Emil male 25.00 1 0 347076 7.7750 S
444 1 2 Reynaldo, Ms. Encarnacion female 28.00 0 0 230434 13.0000 S
445 1 3 Johannesen-Bratthammer, Mr. Bernt male 29.00 0 0 65306 8.1125 S
446 1 1 Dodge, Master. Washington male 4.00 0 2 33638 81.8583 S
447 1 2 Mellinger, Miss. Madeleine Violet female 13.00 0 1 250644 19.5000 S
448 1 1 Seward, Mr. Frederic Kimber male 34.00 0 0 113794 26.5500 S
449 1 3 Baclini, Miss. Marie Catherine female 5.00 2 1 2666 19.2583 C
450 1 1 Peuchen, Major. Arthur Godfrey male 52.00 0 0 113786 30.5000 S
451 0 2 West, Mr. Edwy Arthur male 36.00 1 2 C.A. 34651 27.7500 S
452 0 3 Hagland, Mr. Ingvald Olai Olsen male 28.00 1 0 65303 19.9667 S
453 0 1 Foreman, Mr. Benjamin Laventall male 30.00 0 0 113051 27.7500 C
454 1 1 Goldenberg, Mr. Samuel L male 49.00 1 0 17453 89.1042 C
455 0 3 Peduzzi, Mr. Joseph male 24.00 0 0 A/5 2817 8.0500 S
456 1 3 Jalsevac, Mr. Ivan male 29.00 0 0 349240 7.8958 C
457 0 1 Millet, Mr. Francis Davis male 65.00 0 0 13509 26.5500 S
458 1 1 Kenyon, Mrs. Frederick R (Marion) female 40.00 1 0 17464 51.8625 S
459 1 2 Toomey, Miss. Ellen female 50.00 0 0 F.C.C. 13531 10.5000 S
460 0 3 O’Connor, Mr. Maurice male 15.00 0 0 371060 7.7500 Q
461 1 1 Anderson, Mr. Harry male 48.00 0 0 19952 26.5500 S
462 0 3 Morley, Mr. William male 34.00 0 0 364506 8.0500 S
463 0 1 Gee, Mr. Arthur H male 47.00 0 0 111320 38.5000 S
464 0 2 Milling, Mr. Jacob Christian male 48.00 0 0 234360 13.0000 S
465 0 3 Maisner, Mr. Simon male 34.00 0 0 A/S 2816 8.0500 S
466 0 3 Goncalves, Mr. Manuel Estanslas male 38.00 0 0 SOTON/O.Q. 3101306 7.0500 S
467 0 2 Campbell, Mr. William male 20.00 0 0 239853 0.0000 S
468 0 1 Smart, Mr. John Montgomery male 56.00 0 0 113792 26.5500 S
469 0 3 Scanlan, Mr. James male 20.00 0 0 36209 7.7250 Q
470 1 3 Baclini, Miss. Helene Barbara female 0.75 2 1 2666 19.2583 C
471 0 3 Keefe, Mr. Arthur male 44.00 0 0 323592 7.2500 S
472 0 3 Cacic, Mr. Luka male 38.00 0 0 315089 8.6625 S
473 1 2 West, Mrs. Edwy Arthur (Ada Mary Worth) female 33.00 1 2 C.A. 34651 27.7500 S
474 1 2 Jerwan, Mrs. Amin S (Marie Marthe Thuillard) female 23.00 0 0 SC/AH Basle 541 13.7917 C
475 0 3 Strandberg, Miss. Ida Sofia female 22.00 0 0 7553 9.8375 S
476 0 1 Clifford, Mr. George Quincy male 40.00 0 0 110465 52.0000 S
477 0 2 Renouf, Mr. Peter Henry male 34.00 1 0 31027 21.0000 S
478 0 3 Braund, Mr. Lewis Richard male 29.00 1 0 3460 7.0458 S
479 0 3 Karlsson, Mr. Nils August male 22.00 0 0 350060 7.5208 S
480 1 3 Hirvonen, Miss. Hildur E female 2.00 0 1 3101298 12.2875 S
481 0 3 Goodwin, Master. Harold Victor male 9.00 5 2 CA 2144 46.9000 S
482 0 2 Frost, Mr. Anthony Wood “Archie” male 38.00 0 0 239854 0.0000 S
483 0 3 Rouse, Mr. Richard Henry male 50.00 0 0 A/5 3594 8.0500 S
484 1 3 Turkula, Mrs. (Hedwig) female 63.00 0 0 4134 9.5875 S
485 1 1 Bishop, Mr. Dickinson H male 25.00 1 0 11967 91.0792 C
486 0 3 Lefebre, Miss. Jeannie female 8.00 3 1 4133 25.4667 S
487 1 1 Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby) female 35.00 1 0 19943 90.0000 S
488 0 1 Kent, Mr. Edward Austin male 58.00 0 0 11771 29.7000 C
489 0 3 Somerton, Mr. Francis William male 30.00 0 0 A.5. 18509 8.0500 S
490 1 3 Coutts, Master. Eden Leslie “Neville” male 9.00 1 1 C.A. 37671 15.9000 S
491 0 3 Hagland, Mr. Konrad Mathias Reiersen male 19.00 1 0 65304 19.9667 S
492 0 3 Windelov, Mr. Einar male 21.00 0 0 SOTON/OQ 3101317 7.2500 S
493 0 1 Molson, Mr. Harry Markland male 55.00 0 0 113787 30.5000 S
494 0 1 Artagaveytia, Mr. Ramon male 71.00 0 0 PC 17609 49.5042 C
495 0 3 Stanley, Mr. Edward Roland male 21.00 0 0 A/4 45380 8.0500 S
496 0 3 Yousseff, Mr. Gerious male 45.00 0 0 2627 14.4583 C
497 1 1 Eustis, Miss. Elizabeth Mussey female 54.00 1 0 36947 78.2667 C
498 0 3 Shellard, Mr. Frederick William male 55.00 0 0 C.A. 6212 15.1000 S
499 0 1 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female 25.00 1 2 113781 151.5500 S
500 0 3 Svensson, Mr. Olof male 24.00 0 0 350035 7.7958 S
501 0 3 Calic, Mr. Petar male 17.00 0 0 315086 8.6625 S
502 0 3 Canavan, Miss. Mary female 21.00 0 0 364846 7.7500 Q
503 0 3 O’Sullivan, Miss. Bridget Mary female 21.00 0 0 330909 7.6292 Q
504 0 3 Laitinen, Miss. Kristina Sofia female 37.00 0 0 4135 9.5875 S
505 1 1 Maioni, Miss. Roberta female 16.00 0 0 110152 86.5000 S
506 0 1 Penasco y Castellana, Mr. Victor de Satode male 18.00 1 0 PC 17758 108.9000 C
507 1 2 Quick, Mrs. Frederick Charles (Jane Richards) female 33.00 0 2 26360 26.0000 S
508 1 1 Bradley, Mr. George (“George Arthur Brayton”) male 37.00 0 0 111427 26.5500 S
509 0 3 Olsen, Mr. Henry Margido male 28.00 0 0 C 4001 22.5250 S
510 1 3 Lang, Mr. Fang male 26.00 0 0 1601 56.4958 S
511 1 3 Daly, Mr. Eugene Patrick male 29.00 0 0 382651 7.7500 Q
512 0 3 Webber, Mr. James male 66.00 0 0 SOTON/OQ 3101316 8.0500 S
513 1 1 McGough, Mr. James Robert male 36.00 0 0 PC 17473 26.2875 S
514 1 1 Rothschild, Mrs. Martin (Elizabeth L. Barrett) female 54.00 1 0 PC 17603 59.4000 C
515 0 3 Coleff, Mr. Satio male 24.00 0 0 349209 7.4958 S
516 0 1 Walker, Mr. William Anderson male 47.00 0 0 36967 34.0208 S
517 1 2 Lemore, Mrs. (Amelia Milley) female 34.00 0 0 C.A. 34260 10.5000 S
518 0 3 Ryan, Mr. Patrick male 32.00 0 0 371110 24.1500 Q
519 1 2 Angle, Mrs. William A (Florence “Mary” Agnes Hughes) female 36.00 1 0 226875 26.0000 S
520 0 3 Pavlovic, Mr. Stefo male 32.00 0 0 349242 7.8958 S
521 1 1 Perreault, Miss. Anne female 30.00 0 0 12749 93.5000 S
522 0 3 Vovk, Mr. Janko male 22.00 0 0 349252 7.8958 S
523 0 3 Lahoud, Mr. Sarkis male 35.00 0 0 2624 7.2250 C
524 1 1 Hippach, Mrs. Louis Albert (Ida Sophia Fischer) female 44.00 0 1 111361 57.9792 C
525 0 3 Kassem, Mr. Fared male 19.00 0 0 2700 7.2292 C
526 0 3 Farrell, Mr. James male 40.50 0 0 367232 7.7500 Q
527 1 2 Ridsdale, Miss. Lucy female 50.00 0 0 W./C. 14258 10.5000 S
528 0 1 Farthing, Mr. John male 48.00 0 0 PC 17483 221.7792 S
529 0 3 Salonen, Mr. Johan Werner male 39.00 0 0 3101296 7.9250 S
530 0 2 Hocking, Mr. Richard George male 23.00 2 1 29104 11.5000 S
531 1 2 Quick, Miss. Phyllis May female 2.00 1 1 26360 26.0000 S
532 0 3 Toufik, Mr. Nakli male 17.00 0 0 2641 7.2292 C
533 0 3 Elias, Mr. Joseph Jr male 17.00 1 1 2690 7.2292 C
534 1 3 Peter, Mrs. Catherine (Catherine Rizk) female 23.00 0 2 2668 22.3583 C
535 0 3 Cacic, Miss. Marija female 30.00 0 0 315084 8.6625 S
536 1 2 Hart, Miss. Eva Miriam female 7.00 0 2 F.C.C. 13529 26.2500 S
537 0 1 Butt, Major. Archibald Willingham male 45.00 0 0 113050 26.5500 S
538 1 1 LeRoy, Miss. Bertha female 30.00 0 0 PC 17761 106.4250 C
539 0 3 Risien, Mr. Samuel Beard male 69.00 0 0 364498 14.5000 S
540 1 1 Frolicher, Miss. Hedwig Margaritha female 22.00 0 2 13568 49.5000 C
541 1 1 Crosby, Miss. Harriet R female 36.00 0 2 WE/P 5735 71.0000 S
542 0 3 Andersson, Miss. Ingeborg Constanzia female 9.00 4 2 347082 31.2750 S
543 0 3 Andersson, Miss. Sigrid Elisabeth female 11.00 4 2 347082 31.2750 S
544 1 2 Beane, Mr. Edward male 32.00 1 0 2908 26.0000 S
545 0 1 Douglas, Mr. Walter Donald male 50.00 1 0 PC 17761 106.4250 C
546 0 1 Nicholson, Mr. Arthur Ernest male 64.00 0 0 693 26.0000 S
547 1 2 Beane, Mrs. Edward (Ethel Clarke) female 19.00 1 0 2908 26.0000 S
548 1 2 Padro y Manent, Mr. Julian male 26.00 0 0 SC/PARIS 2146 13.8625 C
549 0 3 Goldsmith, Mr. Frank John male 33.00 1 1 363291 20.5250 S
550 1 2 Davies, Master. John Morgan Jr male 8.00 1 1 C.A. 33112 36.7500 S
551 1 1 Thayer, Mr. John Borland Jr male 17.00 0 2 17421 110.8833 C
552 0 2 Sharp, Mr. Percival James R male 27.00 0 0 244358 26.0000 S
553 0 3 O’Brien, Mr. Timothy male 21.00 0 0 330979 7.8292 Q
554 1 3 Leeni, Mr. Fahim (“Philip Zenni”) male 22.00 0 0 2620 7.2250 C
555 1 3 Ohman, Miss. Velin female 22.00 0 0 347085 7.7750 S
556 0 1 Wright, Mr. George male 62.00 0 0 113807 26.5500 S
557 1 1 Duff Gordon, Lady. (Lucille Christiana Sutherland) (“Mrs Morgan”) female 48.00 1 0 11755 39.6000 C
558 0 1 Robbins, Mr. Victor male 45.00 0 0 PC 17757 227.5250 C
559 1 1 Taussig, Mrs. Emil (Tillie Mandelbaum) female 39.00 1 1 110413 79.6500 S
560 1 3 de Messemaeker, Mrs. Guillaume Joseph (Emma) female 36.00 1 0 345572 17.4000 S
561 0 3 Morrow, Mr. Thomas Rowan male 31.00 0 0 372622 7.7500 Q
562 0 3 Sivic, Mr. Husein male 40.00 0 0 349251 7.8958 S
563 0 2 Norman, Mr. Robert Douglas male 28.00 0 0 218629 13.5000 S
564 0 3 Simmons, Mr. John male 40.00 0 0 SOTON/OQ 392082 8.0500 S
565 0 3 Meanwell, Miss. (Marion Ogden) female 62.00 0 0 SOTON/O.Q. 392087 8.0500 S
566 0 3 Davies, Mr. Alfred J male 24.00 2 0 A/4 48871 24.1500 S
567 0 3 Stoytcheff, Mr. Ilia male 19.00 0 0 349205 7.8958 S
568 0 3 Palsson, Mrs. Nils (Alma Cornelia Berglund) female 29.00 0 4 349909 21.0750 S
569 0 3 Doharr, Mr. Tannous male 28.00 0 0 2686 7.2292 C
570 1 3 Jonsson, Mr. Carl male 32.00 0 0 350417 7.8542 S
571 1 2 Harris, Mr. George male 62.00 0 0 S.W./PP 752 10.5000 S
572 1 1 Appleton, Mrs. Edward Dale (Charlotte Lamson) female 53.00 2 0 11769 51.4792 S
573 1 1 Flynn, Mr. John Irwin (“Irving”) male 36.00 0 0 PC 17474 26.3875 S
574 1 3 Kelly, Miss. Mary female 22.00 0 0 14312 7.7500 Q
575 0 3 Rush, Mr. Alfred George John male 16.00 0 0 A/4. 20589 8.0500 S
576 0 3 Patchett, Mr. George male 19.00 0 0 358585 14.5000 S
577 1 2 Garside, Miss. Ethel female 34.00 0 0 243880 13.0000 S
578 1 1 Silvey, Mrs. William Baird (Alice Munger) female 39.00 1 0 13507 55.9000 S
579 0 3 Caram, Mrs. Joseph (Maria Elias) female 18.00 1 0 2689 14.4583 C
580 1 3 Jussila, Mr. Eiriik male 32.00 0 0 STON/O 2. 3101286 7.9250 S
581 1 2 Christy, Miss. Julie Rachel female 25.00 1 1 237789 30.0000 S
582 1 1 Thayer, Mrs. John Borland (Marian Longstreth Morris) female 39.00 1 1 17421 110.8833 C
583 0 2 Downton, Mr. William James male 54.00 0 0 28403 26.0000 S
584 0 1 Ross, Mr. John Hugo male 36.00 0 0 13049 40.1250 C
585 0 3 Paulner, Mr. Uscher male 16.00 0 0 3411 8.7125 C
586 1 1 Taussig, Miss. Ruth female 18.00 0 2 110413 79.6500 S
587 0 2 Jarvis, Mr. John Denzil male 47.00 0 0 237565 15.0000 S
588 1 1 Frolicher-Stehli, Mr. Maxmillian male 60.00 1 1 13567 79.2000 C
589 0 3 Gilinski, Mr. Eliezer male 22.00 0 0 14973 8.0500 S
590 0 3 Murdlin, Mr. Joseph male 22.00 0 0 A./5. 3235 8.0500 S
591 0 3 Rintamaki, Mr. Matti male 35.00 0 0 STON/O 2. 3101273 7.1250 S
592 1 1 Stephenson, Mrs. Walter Bertram (Martha Eustis) female 52.00 1 0 36947 78.2667 C
593 0 3 Elsbury, Mr. William James male 47.00 0 0 A/5 3902 7.2500 S
594 0 3 Bourke, Miss. Mary female 40.00 0 2 364848 7.7500 Q
595 0 2 Chapman, Mr. John Henry male 37.00 1 0 SC/AH 29037 26.0000 S
596 0 3 Van Impe, Mr. Jean Baptiste male 36.00 1 1 345773 24.1500 S
597 1 2 Leitch, Miss. Jessie Wills female 31.00 0 0 248727 33.0000 S
598 0 3 Johnson, Mr. Alfred male 49.00 0 0 LINE 0.0000 S
599 0 3 Boulos, Mr. Hanna male 18.00 0 0 2664 7.2250 C
600 1 1 Duff Gordon, Sir. Cosmo Edmund (“Mr Morgan”) male 49.00 1 0 PC 17485 56.9292 C
601 1 2 Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy) female 24.00 2 1 243847 27.0000 S
602 0 3 Slabenoff, Mr. Petco male 42.00 0 0 349214 7.8958 S
603 0 1 Harrington, Mr. Charles H male 37.00 0 0 113796 42.4000 S
604 0 3 Torber, Mr. Ernst William male 44.00 0 0 364511 8.0500 S
605 1 1 Homer, Mr. Harry (“Mr E Haven”) male 35.00 0 0 111426 26.5500 C
606 0 3 Lindell, Mr. Edvard Bengtsson male 36.00 1 0 349910 15.5500 S
607 0 3 Karaic, Mr. Milan male 30.00 0 0 349246 7.8958 S
608 1 1 Daniel, Mr. Robert Williams male 27.00 0 0 113804 30.5000 S
609 1 2 Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue) female 22.00 1 2 SC/Paris 2123 41.5792 C
610 1 1 Shutes, Miss. Elizabeth W female 40.00 0 0 PC 17582 153.4625 S
611 0 3 Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren) female 39.00 1 5 347082 31.2750 S
612 0 3 Jardin, Mr. Jose Neto male 21.00 0 0 SOTON/O.Q. 3101305 7.0500 S
613 1 3 Murphy, Miss. Margaret Jane female 25.00 1 0 367230 15.5000 Q
614 0 3 Horgan, Mr. John male 22.00 0 0 370377 7.7500 Q
615 0 3 Brocklebank, Mr. William Alfred male 35.00 0 0 364512 8.0500 S
616 1 2 Herman, Miss. Alice female 24.00 1 2 220845 65.0000 S
617 0 3 Danbom, Mr. Ernst Gilbert male 34.00 1 1 347080 14.4000 S
618 0 3 Lobb, Mrs. William Arthur (Cordelia K Stanlick) female 26.00 1 0 A/5. 3336 16.1000 S
619 1 2 Becker, Miss. Marion Louise female 4.00 2 1 230136 39.0000 S
620 0 2 Gavey, Mr. Lawrence male 26.00 0 0 31028 10.5000 S
621 0 3 Yasbeck, Mr. Antoni male 27.00 1 0 2659 14.4542 C
622 1 1 Kimball, Mr. Edwin Nelson Jr male 42.00 1 0 11753 52.5542 S
623 1 3 Nakid, Mr. Sahid male 20.00 1 1 2653 15.7417 C
624 0 3 Hansen, Mr. Henry Damsgaard male 21.00 0 0 350029 7.8542 S
625 0 3 Bowen, Mr. David John “Dai” male 21.00 0 0 54636 16.1000 S
626 0 1 Sutton, Mr. Frederick male 61.00 0 0 36963 32.3208 S
627 0 2 Kirkland, Rev. Charles Leonard male 57.00 0 0 219533 12.3500 Q
628 1 1 Longley, Miss. Gretchen Fiske female 21.00 0 0 13502 77.9583 S
629 0 3 Bostandyeff, Mr. Guentcho male 26.00 0 0 349224 7.8958 S
630 0 3 O’Connell, Mr. Patrick D male 18.00 0 0 334912 7.7333 Q
631 1 1 Barkworth, Mr. Algernon Henry Wilson male 80.00 0 0 27042 30.0000 S
632 0 3 Lundahl, Mr. Johan Svensson male 51.00 0 0 347743 7.0542 S
633 1 1 Stahelin-Maeglin, Dr. Max male 32.00 0 0 13214 30.5000 C
634 0 1 Parr, Mr. William Henry Marsh male 29.00 0 0 112052 0.0000 S
635 0 3 Skoog, Miss. Mabel female 9.00 3 2 347088 27.9000 S
636 1 2 Davis, Miss. Mary female 28.00 0 0 237668 13.0000 S
637 0 3 Leinonen, Mr. Antti Gustaf male 32.00 0 0 STON/O 2. 3101292 7.9250 S
638 0 2 Collyer, Mr. Harvey male 31.00 1 1 C.A. 31921 26.2500 S
639 0 3 Panula, Mrs. Juha (Maria Emilia Ojala) female 41.00 0 5 3101295 39.6875 S
640 0 3 Thorneycroft, Mr. Percival male 36.00 1 0 376564 16.1000 S
641 0 3 Jensen, Mr. Hans Peder male 20.00 0 0 350050 7.8542 S
642 1 1 Sagesser, Mlle. Emma female 24.00 0 0 PC 17477 69.3000 C
643 0 3 Skoog, Miss. Margit Elizabeth female 2.00 3 2 347088 27.9000 S
644 1 3 Foo, Mr. Choong male 32.00 0 0 1601 56.4958 S
645 1 3 Baclini, Miss. Eugenie female 0.75 2 1 2666 19.2583 C
646 1 1 Harper, Mr. Henry Sleeper male 48.00 1 0 PC 17572 76.7292 C
647 0 3 Cor, Mr. Liudevit male 19.00 0 0 349231 7.8958 S
648 1 1 Simonius-Blumer, Col. Oberst Alfons male 56.00 0 0 13213 35.5000 C
649 0 3 Willey, Mr. Edward male 20.00 0 0 S.O./P.P. 751 7.5500 S
650 1 3 Stanley, Miss. Amy Zillah Elsie female 23.00 0 0 CA. 2314 7.5500 S
651 0 3 Mitkoff, Mr. Mito male 23.00 0 0 349221 7.8958 S
652 1 2 Doling, Miss. Elsie female 18.00 0 1 231919 23.0000 S
653 0 3 Kalvik, Mr. Johannes Halvorsen male 21.00 0 0 8475 8.4333 S
654 1 3 O’Leary, Miss. Hanora “Norah” female 16.00 0 0 330919 7.8292 Q
655 0 3 Hegarty, Miss. Hanora “Nora” female 18.00 0 0 365226 6.7500 Q
656 0 2 Hickman, Mr. Leonard Mark male 24.00 2 0 S.O.C. 14879 73.5000 S
657 0 3 Radeff, Mr. Alexander male 27.00 0 0 349223 7.8958 S
658 0 3 Bourke, Mrs. John (Catherine) female 32.00 1 1 364849 15.5000 Q
659 0 2 Eitemiller, Mr. George Floyd male 23.00 0 0 29751 13.0000 S
660 0 1 Newell, Mr. Arthur Webster male 58.00 0 2 35273 113.2750 C
661 1 1 Frauenthal, Dr. Henry William male 50.00 2 0 PC 17611 133.6500 S
662 0 3 Badt, Mr. Mohamed male 40.00 0 0 2623 7.2250 C
663 0 1 Colley, Mr. Edward Pomeroy male 47.00 0 0 5727 25.5875 S
664 0 3 Coleff, Mr. Peju male 36.00 0 0 349210 7.4958 S
665 1 3 Lindqvist, Mr. Eino William male 20.00 1 0 STON/O 2. 3101285 7.9250 S
666 0 2 Hickman, Mr. Lewis male 32.00 2 0 S.O.C. 14879 73.5000 S
667 0 2 Butler, Mr. Reginald Fenton male 25.00 0 0 234686 13.0000 S
668 0 3 Rommetvedt, Mr. Knud Paust male 49.00 0 0 312993 7.7750 S
669 0 3 Cook, Mr. Jacob male 43.00 0 0 A/5 3536 8.0500 S
670 1 1 Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright) female 49.00 1 0 19996 52.0000 S
671 1 2 Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford) female 40.00 1 1 29750 39.0000 S
672 0 1 Davidson, Mr. Thornton male 31.00 1 0 F.C. 12750 52.0000 S
673 0 2 Mitchell, Mr. Henry Michael male 70.00 0 0 C.A. 24580 10.5000 S
674 1 2 Wilhelms, Mr. Charles male 31.00 0 0 244270 13.0000 S
675 0 2 Watson, Mr. Ennis Hastings male 18.00 0 0 239856 0.0000 S
676 0 3 Edvardsson, Mr. Gustaf Hjalmar male 18.00 0 0 349912 7.7750 S
677 0 3 Sawyer, Mr. Frederick Charles male 24.50 0 0 342826 8.0500 S
678 1 3 Turja, Miss. Anna Sofia female 18.00 0 0 4138 9.8417 S
679 0 3 Goodwin, Mrs. Frederick (Augusta Tyler) female 43.00 1 6 CA 2144 46.9000 S
680 1 1 Cardeza, Mr. Thomas Drake Martinez male 36.00 0 1 PC 17755 512.3292 C
681 0 3 Peters, Miss. Katie female 27.00 0 0 330935 8.1375 Q
682 1 1 Hassab, Mr. Hammad male 27.00 0 0 PC 17572 76.7292 C
683 0 3 Olsvigen, Mr. Thor Anderson male 20.00 0 0 6563 9.2250 S
684 0 3 Goodwin, Mr. Charles Edward male 14.00 5 2 CA 2144 46.9000 S
685 0 2 Brown, Mr. Thomas William Solomon male 60.00 1 1 29750 39.0000 S
686 0 2 Laroche, Mr. Joseph Philippe Lemercier male 25.00 1 2 SC/Paris 2123 41.5792 C
687 0 3 Panula, Mr. Jaako Arnold male 14.00 4 1 3101295 39.6875 S
688 0 3 Dakic, Mr. Branko male 19.00 0 0 349228 10.1708 S
689 0 3 Fischer, Mr. Eberhard Thelander male 18.00 0 0 350036 7.7958 S
690 1 1 Madill, Miss. Georgette Alexandra female 15.00 0 1 24160 211.3375 S
691 1 1 Dick, Mr. Albert Adrian male 31.00 1 0 17474 57.0000 S
692 1 3 Karun, Miss. Manca female 4.00 0 1 349256 13.4167 C
693 1 3 Lam, Mr. Ali male 38.00 0 0 1601 56.4958 S
694 0 3 Saad, Mr. Khalil male 25.00 0 0 2672 7.2250 C
695 0 1 Weir, Col. John male 60.00 0 0 113800 26.5500 S
696 0 2 Chapman, Mr. Charles Henry male 52.00 0 0 248731 13.5000 S
697 0 3 Kelly, Mr. James male 44.00 0 0 363592 8.0500 S
698 1 3 Mullens, Miss. Katherine “Katie” female 21.00 0 0 35852 7.7333 Q
699 0 1 Thayer, Mr. John Borland male 49.00 1 1 17421 110.8833 C
700 0 3 Humblen, Mr. Adolf Mathias Nicolai Olsen male 42.00 0 0 348121 7.6500 S
701 1 1 Astor, Mrs. John Jacob (Madeleine Talmadge Force) female 18.00 1 0 PC 17757 227.5250 C
702 1 1 Silverthorne, Mr. Spencer Victor male 35.00 0 0 PC 17475 26.2875 S
703 0 3 Barbara, Miss. Saiide female 18.00 0 1 2691 14.4542 C
704 0 3 Gallagher, Mr. Martin male 25.00 0 0 36864 7.7417 Q
705 0 3 Hansen, Mr. Henrik Juul male 26.00 1 0 350025 7.8542 S
706 0 2 Morley, Mr. Henry Samuel (“Mr Henry Marshall”) male 39.00 0 0 250655 26.0000 S
707 1 2 Kelly, Mrs. Florence “Fannie” female 45.00 0 0 223596 13.5000 S
708 1 1 Calderhead, Mr. Edward Pennington male 42.00 0 0 PC 17476 26.2875 S
709 1 1 Cleaver, Miss. Alice female 22.00 0 0 113781 151.5500 S
710 1 3 Moubarek, Master. Halim Gonios (“William George”) male 4.00 1 1 2661 15.2458 C
711 1 1 Mayne, Mlle. Berthe Antonine (“Mrs de Villiers”) female 24.00 0 0 PC 17482 49.5042 C
712 0 1 Klaber, Mr. Herman male 41.00 0 0 113028 26.5500 S
713 1 1 Taylor, Mr. Elmer Zebley male 48.00 1 0 19996 52.0000 S
714 0 3 Larsson, Mr. August Viktor male 29.00 0 0 7545 9.4833 S
715 0 2 Greenberg, Mr. Samuel male 52.00 0 0 250647 13.0000 S
716 0 3 Soholt, Mr. Peter Andreas Lauritz Andersen male 19.00 0 0 348124 7.6500 S
717 1 1 Endres, Miss. Caroline Louise female 38.00 0 0 PC 17757 227.5250 C
718 1 2 Troutt, Miss. Edwina Celia “Winnie” female 27.00 0 0 34218 10.5000 S
719 0 3 McEvoy, Mr. Michael male 20.00 0 0 36568 15.5000 Q
720 0 3 Johnson, Mr. Malkolm Joackim male 33.00 0 0 347062 7.7750 S
721 1 2 Harper, Miss. Annie Jessie “Nina” female 6.00 0 1 248727 33.0000 S
722 0 3 Jensen, Mr. Svend Lauritz male 17.00 1 0 350048 7.0542 S
723 0 2 Gillespie, Mr. William Henry male 34.00 0 0 12233 13.0000 S
724 0 2 Hodges, Mr. Henry Price male 50.00 0 0 250643 13.0000 S
725 1 1 Chambers, Mr. Norman Campbell male 27.00 1 0 113806 53.1000 S
726 0 3 Oreskovic, Mr. Luka male 20.00 0 0 315094 8.6625 S
727 1 2 Renouf, Mrs. Peter Henry (Lillian Jefferys) female 30.00 3 0 31027 21.0000 S
728 1 3 Mannion, Miss. Margareth female 28.00 0 0 36866 7.7375 Q
729 0 2 Bryhl, Mr. Kurt Arnold Gottfrid male 25.00 1 0 236853 26.0000 S
730 0 3 Ilmakangas, Miss. Pieta Sofia female 25.00 1 0 STON/O2. 3101271 7.9250 S
731 1 1 Allen, Miss. Elisabeth Walton female 29.00 0 0 24160 211.3375 S
732 0 3 Hassan, Mr. Houssein G N male 11.00 0 0 2699 18.7875 C
733 0 2 Knight, Mr. Robert J male 42.00 0 0 239855 0.0000 S
734 0 2 Berriman, Mr. William John male 23.00 0 0 28425 13.0000 S
735 0 2 Troupiansky, Mr. Moses Aaron male 23.00 0 0 233639 13.0000 S
736 0 3 Williams, Mr. Leslie male 28.50 0 0 54636 16.1000 S
737 0 3 Ford, Mrs. Edward (Margaret Ann Watson) female 48.00 1 3 W./C. 6608 34.3750 S
738 1 1 Lesurer, Mr. Gustave J male 35.00 0 0 PC 17755 512.3292 C
739 0 3 Ivanoff, Mr. Kanio male 20.00 0 0 349201 7.8958 S
740 0 3 Nankoff, Mr. Minko male 32.00 0 0 349218 7.8958 S
741 1 1 Hawksford, Mr. Walter James male 42.00 0 0 16988 30.0000 S
742 0 1 Cavendish, Mr. Tyrell William male 36.00 1 0 19877 78.8500 S
743 1 1 Ryerson, Miss. Susan Parker “Suzette” female 21.00 2 2 PC 17608 262.3750 C
744 0 3 McNamee, Mr. Neal male 24.00 1 0 376566 16.1000 S
745 1 3 Stranden, Mr. Juho male 31.00 0 0 STON/O 2. 3101288 7.9250 S
746 0 1 Crosby, Capt. Edward Gifford male 70.00 1 1 WE/P 5735 71.0000 S
747 0 3 Abbott, Mr. Rossmore Edward male 16.00 1 1 C.A. 2673 20.2500 S
748 1 2 Sinkkonen, Miss. Anna female 30.00 0 0 250648 13.0000 S
749 0 1 Marvin, Mr. Daniel Warner male 19.00 1 0 113773 53.1000 S
750 0 3 Connaghton, Mr. Michael male 31.00 0 0 335097 7.7500 Q
751 1 2 Wells, Miss. Joan female 4.00 1 1 29103 23.0000 S
752 1 3 Moor, Master. Meier male 6.00 0 1 392096 12.4750 S
753 0 3 Vande Velde, Mr. Johannes Joseph male 33.00 0 0 345780 9.5000 S
754 0 3 Jonkoff, Mr. Lalio male 23.00 0 0 349204 7.8958 S
755 1 2 Herman, Mrs. Samuel (Jane Laver) female 48.00 1 2 220845 65.0000 S
756 1 2 Hamalainen, Master. Viljo male 0.67 1 1 250649 14.5000 S
757 0 3 Carlsson, Mr. August Sigfrid male 28.00 0 0 350042 7.7958 S
758 0 2 Bailey, Mr. Percy Andrew male 18.00 0 0 29108 11.5000 S
759 0 3 Theobald, Mr. Thomas Leonard male 34.00 0 0 363294 8.0500 S
760 1 1 Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards) female 33.00 0 0 110152 86.5000 S
761 0 3 Garfirth, Mr. John male 22.00 0 0 358585 14.5000 S
762 0 3 Nirva, Mr. Iisakki Antino Aijo male 41.00 0 0 SOTON/O2 3101272 7.1250 S
763 1 3 Barah, Mr. Hanna Assi male 20.00 0 0 2663 7.2292 C
764 1 1 Carter, Mrs. William Ernest (Lucile Polk) female 36.00 1 2 113760 120.0000 S
765 0 3 Eklund, Mr. Hans Linus male 16.00 0 0 347074 7.7750 S
766 1 1 Hogeboom, Mrs. John C (Anna Andrews) female 51.00 1 0 13502 77.9583 S
767 0 1 Brewe, Dr. Arthur Jackson male 45.00 0 0 112379 39.6000 C
768 0 3 Mangan, Miss. Mary female 30.50 0 0 364850 7.7500 Q
769 0 3 Moran, Mr. Daniel J male 28.00 1 0 371110 24.1500 Q
770 0 3 Gronnestad, Mr. Daniel Danielsen male 32.00 0 0 8471 8.3625 S
771 0 3 Lievens, Mr. Rene Aime male 24.00 0 0 345781 9.5000 S
772 0 3 Jensen, Mr. Niels Peder male 48.00 0 0 350047 7.8542 S
773 0 2 Mack, Mrs. (Mary) female 57.00 0 0 S.O./P.P. 3 10.5000 S
774 0 3 Elias, Mr. Dibo male 29.00 0 0 2674 7.2250 C
775 1 2 Hocking, Mrs. Elizabeth (Eliza Needs) female 54.00 1 3 29105 23.0000 S
776 0 3 Myhrman, Mr. Pehr Fabian Oliver Malkolm male 18.00 0 0 347078 7.7500 S
777 0 3 Tobin, Mr. Roger male 20.00 0 0 383121 7.7500 Q
778 1 3 Emanuel, Miss. Virginia Ethel female 5.00 0 0 364516 12.4750 S
779 0 3 Kilgannon, Mr. Thomas J male 21.00 0 0 36865 7.7375 Q
780 1 1 Robert, Mrs. Edward Scott (Elisabeth Walton McMillan) female 43.00 0 1 24160 211.3375 S
781 1 3 Ayoub, Miss. Banoura female 13.00 0 0 2687 7.2292 C
782 1 1 Dick, Mrs. Albert Adrian (Vera Gillespie) female 17.00 1 0 17474 57.0000 S
783 0 1 Long, Mr. Milton Clyde male 29.00 0 0 113501 30.0000 S
784 0 3 Johnston, Mr. Andrew G male 35.00 1 2 W./C. 6607 23.4500 S
785 0 3 Ali, Mr. William male 25.00 0 0 SOTON/O.Q. 3101312 7.0500 S
786 0 3 Harmer, Mr. Abraham (David Lishin) male 25.00 0 0 374887 7.2500 S
787 1 3 Sjoblom, Miss. Anna Sofia female 18.00 0 0 3101265 7.4958 S
788 0 3 Rice, Master. George Hugh male 8.00 4 1 382652 29.1250 Q
789 1 3 Dean, Master. Bertram Vere male 1.00 1 2 C.A. 2315 20.5750 S
790 0 1 Guggenheim, Mr. Benjamin male 46.00 0 0 PC 17593 79.2000 C
791 0 3 Keane, Mr. Andrew “Andy” male 23.00 0 0 12460 7.7500 Q
792 0 2 Gaskell, Mr. Alfred male 16.00 0 0 239865 26.0000 S
793 0 3 Sage, Miss. Stella Anna female 20.00 8 2 CA. 2343 69.5500 S
794 0 1 Hoyt, Mr. William Fisher male 43.00 0 0 PC 17600 30.6958 C
795 0 3 Dantcheff, Mr. Ristiu male 25.00 0 0 349203 7.8958 S
796 0 2 Otter, Mr. Richard male 39.00 0 0 28213 13.0000 S
797 1 1 Leader, Dr. Alice (Farnham) female 49.00 0 0 17465 25.9292 S
798 1 3 Osman, Mrs. Mara female 31.00 0 0 349244 8.6833 S
799 0 3 Ibrahim Shawah, Mr. Yousseff male 30.00 0 0 2685 7.2292 C
800 0 3 Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert) female 30.00 1 1 345773 24.1500 S
801 0 2 Ponesell, Mr. Martin male 34.00 0 0 250647 13.0000 S
802 1 2 Collyer, Mrs. Harvey (Charlotte Annie Tate) female 31.00 1 1 C.A. 31921 26.2500 S
803 1 1 Carter, Master. William Thornton II male 11.00 1 2 113760 120.0000 S
804 1 3 Thomas, Master. Assad Alexander male 0.42 0 1 2625 8.5167 C
805 1 3 Hedman, Mr. Oskar Arvid male 27.00 0 0 347089 6.9750 S
806 0 3 Johansson, Mr. Karl Johan male 31.00 0 0 347063 7.7750 S
807 0 1 Andrews, Mr. Thomas Jr male 39.00 0 0 112050 0.0000 S
808 0 3 Pettersson, Miss. Ellen Natalia female 18.00 0 0 347087 7.7750 S
809 0 2 Meyer, Mr. August male 39.00 0 0 248723 13.0000 S
810 1 1 Chambers, Mrs. Norman Campbell (Bertha Griggs) female 33.00 1 0 113806 53.1000 S
811 0 3 Alexander, Mr. William male 26.00 0 0 3474 7.8875 S
812 0 3 Lester, Mr. James male 39.00 0 0 A/4 48871 24.1500 S
813 0 2 Slemen, Mr. Richard James male 35.00 0 0 28206 10.5000 S
814 0 3 Andersson, Miss. Ebba Iris Alfrida female 6.00 4 2 347082 31.2750 S
815 0 3 Tomlin, Mr. Ernest Portage male 30.50 0 0 364499 8.0500 S
816 0 1 Fry, Mr. Richard male 39.00 0 0 112058 0.0000 S
817 0 3 Heininen, Miss. Wendla Maria female 23.00 0 0 STON/O2. 3101290 7.9250 S
818 0 2 Mallet, Mr. Albert male 31.00 1 1 S.C./PARIS 2079 37.0042 C
819 0 3 Holm, Mr. John Fredrik Alexander male 43.00 0 0 C 7075 6.4500 S
820 0 3 Skoog, Master. Karl Thorsten male 10.00 3 2 347088 27.9000 S
821 1 1 Hays, Mrs. Charles Melville (Clara Jennings Gregg) female 52.00 1 1 12749 93.5000 S
822 1 3 Lulic, Mr. Nikola male 27.00 0 0 315098 8.6625 S
823 0 1 Reuchlin, Jonkheer. John George male 38.00 0 0 19972 0.0000 S
824 1 3 Moor, Mrs. (Beila) female 27.00 0 1 392096 12.4750 S
825 0 3 Panula, Master. Urho Abraham male 2.00 4 1 3101295 39.6875 S
826 0 3 Flynn, Mr. John male 48.00 0 0 368323 6.9500 Q
827 0 3 Lam, Mr. Len male 23.00 0 0 1601 56.4958 S
828 1 2 Mallet, Master. Andre male 1.00 0 2 S.C./PARIS 2079 37.0042 C
829 1 3 McCormack, Mr. Thomas Joseph male 19.00 0 0 367228 7.7500 Q
830 1 1 Stone, Mrs. George Nelson (Martha Evelyn) female 62.00 0 0 113572 80.0000 S
831 1 3 Yasbeck, Mrs. Antoni (Selini Alexander) female 15.00 1 0 2659 14.4542 C
832 1 2 Richards, Master. George Sibley male 0.83 1 1 29106 18.7500 S
833 0 3 Saad, Mr. Amin male 30.00 0 0 2671 7.2292 C
834 0 3 Augustsson, Mr. Albert male 23.00 0 0 347468 7.8542 S
835 0 3 Allum, Mr. Owen George male 18.00 0 0 2223 8.3000 S
836 1 1 Compton, Miss. Sara Rebecca female 39.00 1 1 PC 17756 83.1583 C
837 0 3 Pasic, Mr. Jakob male 21.00 0 0 315097 8.6625 S
838 0 3 Sirota, Mr. Maurice male 19.00 0 0 392092 8.0500 S
839 1 3 Chip, Mr. Chang male 32.00 0 0 1601 56.4958 S
840 1 1 Marechal, Mr. Pierre male 29.00 0 0 11774 29.7000 C
841 0 3 Alhomaki, Mr. Ilmari Rudolf male 20.00 0 0 SOTON/O2 3101287 7.9250 S
842 0 2 Mudd, Mr. Thomas Charles male 16.00 0 0 S.O./P.P. 3 10.5000 S
843 1 1 Serepeca, Miss. Augusta female 30.00 0 0 113798 31.0000 C
844 0 3 Lemberopolous, Mr. Peter L male 34.50 0 0 2683 6.4375 C
845 0 3 Culumovic, Mr. Jeso male 17.00 0 0 315090 8.6625 S
846 0 3 Abbing, Mr. Anthony male 42.00 0 0 C.A. 5547 7.5500 S
847 0 3 Sage, Mr. Douglas Bullen male 18.00 8 2 CA. 2343 69.5500 S
848 0 3 Markoff, Mr. Marin male 35.00 0 0 349213 7.8958 C
849 0 2 Harper, Rev. John male 28.00 0 1 248727 33.0000 S
850 1 1 Goldenberg, Mrs. Samuel L (Edwiga Grabowska) female 46.00 1 0 17453 89.1042 C
851 0 3 Andersson, Master. Sigvard Harald Elias male 4.00 4 2 347082 31.2750 S
852 0 3 Svensson, Mr. Johan male 74.00 0 0 347060 7.7750 S
853 0 3 Boulos, Miss. Nourelain female 9.00 1 1 2678 15.2458 C
854 1 1 Lines, Miss. Mary Conover female 16.00 0 1 PC 17592 39.4000 S
855 0 2 Carter, Mrs. Ernest Courtenay (Lilian Hughes) female 44.00 1 0 244252 26.0000 S
856 1 3 Aks, Mrs. Sam (Leah Rosen) female 18.00 0 1 392091 9.3500 S
857 1 1 Wick, Mrs. George Dennick (Mary Hitchcock) female 45.00 1 1 36928 164.8667 S
858 1 1 Daly, Mr. Peter Denis male 51.00 0 0 113055 26.5500 S
859 1 3 Baclini, Mrs. Solomon (Latifa Qurban) female 24.00 0 3 2666 19.2583 C
860 0 3 Razi, Mr. Raihed male 32.00 0 0 2629 7.2292 C
861 0 3 Hansen, Mr. Claus Peter male 41.00 2 0 350026 14.1083 S
862 0 2 Giles, Mr. Frederick Edward male 21.00 1 0 28134 11.5000 S
863 1 1 Swift, Mrs. Frederick Joel (Margaret Welles Barron) female 48.00 0 0 17466 25.9292 S
864 0 3 Sage, Miss. Dorothy Edith “Dolly” female 14.00 8 2 CA. 2343 69.5500 S
865 0 2 Gill, Mr. John William male 24.00 0 0 233866 13.0000 S
866 1 2 Bystrom, Mrs. (Karolina) female 42.00 0 0 236852 13.0000 S
867 1 2 Duran y More, Miss. Asuncion female 27.00 1 0 SC/PARIS 2149 13.8583 C
868 0 1 Roebling, Mr. Washington Augustus II male 31.00 0 0 PC 17590 50.4958 S
869 0 3 van Melkebeke, Mr. Philemon male 23.00 0 0 345777 9.5000 S
870 1 3 Johnson, Master. Harold Theodor male 4.00 1 1 347742 11.1333 S
871 0 3 Balkic, Mr. Cerin male 26.00 0 0 349248 7.8958 S
872 1 1 Beckwith, Mrs. Richard Leonard (Sallie Monypeny) female 47.00 1 1 11751 52.5542 S
873 0 1 Carlsson, Mr. Frans Olof male 33.00 0 0 695 5.0000 S
874 0 3 Vander Cruyssen, Mr. Victor male 47.00 0 0 345765 9.0000 S
875 1 2 Abelson, Mrs. Samuel (Hannah Wizosky) female 28.00 1 0 P/PP 3381 24.0000 C
876 1 3 Najib, Miss. Adele Kiamie “Jane” female 15.00 0 0 2667 7.2250 C
877 0 3 Gustafsson, Mr. Alfred Ossian male 20.00 0 0 7534 9.8458 S
878 0 3 Petroff, Mr. Nedelio male 19.00 0 0 349212 7.8958 S
879 0 3 Laleff, Mr. Kristo male 23.00 0 0 349217 7.8958 S
880 1 1 Potter, Mrs. Thomas Jr (Lily Alexenia Wilson) female 56.00 0 1 11767 83.1583 C
881 1 2 Shelley, Mrs. William (Imanita Parrish Hall) female 25.00 0 1 230433 26.0000 S
882 0 3 Markun, Mr. Johann male 33.00 0 0 349257 7.8958 S
883 0 3 Dahlberg, Miss. Gerda Ulrika female 22.00 0 0 7552 10.5167 S
884 0 2 Banfield, Mr. Frederick James male 28.00 0 0 C.A./SOTON 34068 10.5000 S
885 0 3 Sutehall, Mr. Henry Jr male 25.00 0 0 SOTON/OQ 392076 7.0500 S
886 0 3 Rice, Mrs. William (Margaret Norton) female 39.00 0 5 382652 29.1250 Q
887 0 2 Montvila, Rev. Juozas male 27.00 0 0 211536 13.0000 S
888 1 1 Graham, Miss. Margaret Edith female 19.00 0 0 112053 30.0000 S
889 0 3 Johnston, Miss. Catherine Helen “Carrie” female 7.00 1 2 W./C. 6607 23.4500 S
890 1 1 Behr, Mr. Karl Howell male 26.00 0 0 111369 30.0000 C
891 0 3 Dooley, Mr. Patrick male 32.00 0 0 370376 7.7500 Q
892 0 3 Kelly, Mr. James male 34.50 0 0 330911 7.8292 Q
893 1 3 Wilkes, Mrs. James (Ellen Needs) female 47.00 1 0 363272 7.0000 S
894 0 2 Myles, Mr. Thomas Francis male 62.00 0 0 240276 9.6875 Q
895 0 3 Wirz, Mr. Albert male 27.00 0 0 315154 8.6625 S
896 1 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) female 22.00 1 1 3101298 12.2875 S
897 1 3 Svensson, Mr. Johan Cervin male 14.00 0 0 7538 9.2250 S
898 1 3 Connolly, Miss. Kate female 30.00 0 0 330972 7.6292 Q
899 1 2 Caldwell, Mr. Albert Francis male 26.00 1 1 248738 29.0000 S
900 1 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) female 18.00 0 0 2657 7.2292 C
901 0 3 Davies, Mr. John Samuel male 21.00 2 0 A/4 48871 24.1500 S
902 0 3 Ilieff, Mr. Ylio male 32.00 0 0 349220 7.8958 S
903 0 1 Jones, Mr. Charles Cresson male 46.00 0 0 694 26.0000 S
904 1 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) female 23.00 1 0 21228 82.2667 S
905 0 2 Howard, Mr. Benjamin male 63.00 1 0 24065 26.0000 S
906 1 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood) female 47.00 1 0 W.E.P. 5734 61.1750 S
907 1 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) female 24.00 1 0 SC/PARIS 2167 27.7208 C
908 0 2 Keane, Mr. Daniel male 35.00 0 0 233734 12.3500 Q
909 0 3 Assaf, Mr. Gerios male 21.00 0 0 2692 7.2250 C
910 0 3 Ilmakangas, Miss. Ida Livija female 27.00 1 0 STON/O2. 3101270 7.9250 S
911 1 3 Assaf Khalil, Mrs. Mariana (Miriam”)” female 45.00 0 0 2696 7.2250 C
912 0 1 Rothschild, Mr. Martin male 55.00 1 0 PC 17603 59.4000 C
913 1 3 Olsen, Master. Artur Karl male 9.00 0 1 C 17368 3.1708 S
914 1 1 Flegenheim, Mrs. Alfred (Antoinette) female 48.00 0 0 PC 17598 31.6833 S
915 1 1 Williams, Mr. Richard Norris II male 21.00 0 1 PC 17597 61.3792 C
916 1 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) female 48.00 1 3 PC 17608 262.3750 C
917 0 3 Robins, Mr. Alexander A male 50.00 1 0 A/5. 3337 14.5000 S
918 1 1 Ostby, Miss. Helene Ragnhild female 22.00 0 1 113509 61.9792 C
919 0 3 Daher, Mr. Shedid male 22.50 0 0 2698 7.2250 C
920 0 1 Brady, Mr. John Bertram male 41.00 0 0 113054 30.5000 S
921 0 3 Samaan, Mr. Elias male 17.00 2 0 2662 21.6792 C
922 0 2 Louch, Mr. Charles Alexander male 50.00 1 0 SC/AH 3085 26.0000 S
923 0 2 Jefferys, Mr. Clifford Thomas male 24.00 2 0 C.A. 31029 31.5000 S
924 1 3 Dean, Mrs. Bertram (Eva Georgetta Light) female 33.00 1 2 C.A. 2315 20.5750 S
925 0 3 Johnston, Mrs. Andrew G (Elizabeth Lily” Watson)” female 36.00 1 2 W./C. 6607 23.4500 S
926 1 1 Mock, Mr. Philipp Edmund male 30.00 1 0 13236 57.7500 C
927 0 3 Katavelas, Mr. Vassilios (Catavelas Vassilios”)” male 18.50 0 0 2682 7.2292 C
928 1 3 Roth, Miss. Sarah A female 26.00 0 0 342712 8.0500 S
929 0 3 Cacic, Miss. Manda female 21.00 0 0 315087 8.6625 S
930 1 3 Sap, Mr. Julius male 25.00 0 0 345768 9.5000 S
931 1 3 Hee, Mr. Ling male 24.00 0 0 1601 56.4958 S
932 1 3 Karun, Mr. Franz male 39.00 0 1 349256 13.4167 C
933 0 1 Franklin, Mr. Thomas Parham male 37.00 0 0 113778 26.5500 S
934 0 3 Goldsmith, Mr. Nathan male 41.00 0 0 SOTON/O.Q. 3101263 7.8500 S
935 0 2 Corbett, Mrs. Walter H (Irene Colvin) female 30.00 0 0 237249 13.0000 S
936 1 1 Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons) female 45.00 1 0 11753 52.5542 S
937 0 3 Peltomaki, Mr. Nikolai Johannes male 25.00 0 0 STON/O 2. 3101291 7.9250 S
938 1 1 Chevre, Mr. Paul Romaine male 45.00 0 0 PC 17594 29.7000 C
939 0 3 Shaughnessy, Mr. Patrick male 25.00 0 0 370374 7.7500 Q
940 1 1 Bucknell, Mrs. William Robert (Emma Eliza Ward) female 60.00 0 0 11813 76.2917 C
941 1 3 Coutts, Mrs. William (Winnie Minnie” Treanor)” female 36.00 0 2 C.A. 37671 15.9000 S
942 0 1 Smith, Mr. Lucien Philip male 24.00 1 0 13695 60.0000 S
943 0 2 Pulbaum, Mr. Franz male 27.00 0 0 SC/PARIS 2168 15.0333 C
944 1 2 Hocking, Miss. Ellen Nellie”” female 20.00 2 1 29105 23.0000 S
945 1 1 Fortune, Miss. Ethel Flora female 28.00 3 2 19950 263.0000 S
946 0 2 Mangiavacchi, Mr. Serafino Emilio male 47.00 0 0 SC/A.3 2861 15.5792 C
947 0 3 Rice, Master. Albert male 10.00 4 1 382652 29.1250 Q
948 0 3 Cor, Mr. Bartol male 35.00 0 0 349230 7.8958 S
949 1 3 Abelseth, Mr. Olaus Jorgensen male 25.00 0 0 348122 7.6500 S
950 0 3 Davison, Mr. Thomas Henry male 32.00 1 0 386525 16.1000 S
951 1 1 Chaudanson, Miss. Victorine female 36.00 0 0 PC 17608 262.3750 C
952 0 3 Dika, Mr. Mirko male 17.00 0 0 349232 7.8958 S
953 0 2 McCrae, Mr. Arthur Gordon male 32.00 0 0 237216 13.5000 S
954 0 3 Bjorklund, Mr. Ernst Herbert male 18.00 0 0 347090 7.7500 S
955 1 3 Bradley, Miss. Bridget Delia female 22.00 0 0 334914 7.7250 Q
956 1 1 Ryerson, Master. John Borie male 13.00 2 2 PC 17608 262.3750 C
957 0 2 Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller) female 32.00 0 0 F.C.C. 13534 21.0000 S
958 1 3 Burns, Miss. Mary Delia female 18.00 0 0 330963 7.8792 Q
959 0 1 Moore, Mr. Clarence Bloomfield male 47.00 0 0 113796 42.4000 S
960 1 1 Tucker, Mr. Gilbert Milligan Jr male 31.00 0 0 2543 28.5375 C
961 1 1 Fortune, Mrs. Mark (Mary McDougald) female 60.00 1 4 19950 263.0000 S
962 1 3 Mulvihill, Miss. Bertha E female 24.00 0 0 382653 7.7500 Q
963 0 3 Minkoff, Mr. Lazar male 21.00 0 0 349211 7.8958 S
964 0 3 Nieminen, Miss. Manta Josefina female 29.00 0 0 3101297 7.9250 S
965 0 1 Ovies y Rodriguez, Mr. Servando male 28.50 0 0 PC 17562 27.7208 C
966 1 1 Geiger, Miss. Amalie female 35.00 0 0 113503 211.5000 C
967 0 1 Keeping, Mr. Edwin male 32.50 0 0 113503 211.5000 C
968 0 3 Miles, Mr. Frank male 23.00 0 0 359306 8.0500 S
969 1 1 Cornell, Mrs. Robert Clifford (Malvina Helen Lamson) female 55.00 2 0 11770 25.7000 S
970 0 2 Aldworth, Mr. Charles Augustus male 30.00 0 0 248744 13.0000 S
971 0 3 Doyle, Miss. Elizabeth female 24.00 0 0 368702 7.7500 Q
972 0 3 Boulos, Master. Akar male 6.00 1 1 2678 15.2458 C
973 0 1 Straus, Mr. Isidor male 67.00 1 0 PC 17483 221.7792 S
974 0 1 Case, Mr. Howard Brown male 49.00 0 0 19924 26.0000 S
975 0 3 Demetri, Mr. Marinko male 23.00 0 0 349238 7.8958 S
976 0 2 Lamb, Mr. John Joseph male 31.00 0 0 240261 10.7083 Q
977 0 3 Khalil, Mr. Betros male 25.00 1 0 2660 14.4542 C
978 0 3 Barry, Miss. Julia female 27.00 0 0 330844 7.8792 Q
979 1 3 Badman, Miss. Emily Louisa female 18.00 0 0 A/4 31416 8.0500 S
980 1 3 O’Donoghue, Ms. Bridget female 21.00 0 0 364856 7.7500 Q
981 1 2 Wells, Master. Ralph Lester male 2.00 1 1 29103 23.0000 S
982 1 3 Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson) female 22.00 1 0 347072 13.9000 S
983 0 3 Pedersen, Mr. Olaf male 28.00 0 0 345498 7.7750 S
984 0 1 Davidson, Mrs. Thornton (Orian Hays) female 27.00 1 2 F.C. 12750 52.0000 S
985 0 3 Guest, Mr. Robert male 22.00 0 0 376563 8.0500 S
986 0 1 Birnbaum, Mr. Jakob male 25.00 0 0 13905 26.0000 C
987 1 3 Tenglin, Mr. Gunnar Isidor male 25.00 0 0 350033 7.7958 S
988 1 1 Cavendish, Mrs. Tyrell William (Julia Florence Siegel) female 76.00 1 0 19877 78.8500 S
989 0 3 Makinen, Mr. Kalle Edvard male 29.00 0 0 STON/O 2. 3101268 7.9250 S
990 0 3 Braf, Miss. Elin Ester Maria female 20.00 0 0 347471 7.8542 S
991 0 3 Nancarrow, Mr. William Henry male 33.00 0 0 A./5. 3338 8.0500 S
992 1 1 Stengel, Mrs. Charles Emil Henry (Annie May Morris) female 43.00 1 0 11778 55.4417 C
993 0 2 Weisz, Mr. Leopold male 27.00 1 0 228414 26.0000 S
994 0 3 Foley, Mr. William male 20.00 0 0 365235 7.7500 Q
995 1 3 Johansson Palmquist, Mr. Oskar Leander male 26.00 0 0 347070 7.7750 S
996 1 3 Thomas, Mrs. Alexander (Thamine Thelma”)” female 16.00 1 1 2625 8.5167 C
997 0 3 Holthen, Mr. Johan Martin male 28.00 0 0 C 4001 22.5250 S
998 1 3 Buckley, Mr. Daniel male 21.00 0 0 330920 7.8208 Q
999 1 3 Ryan, Mr. Edward male 24.00 0 0 383162 7.7500 Q
1000 0 3 Willer, Mr. Aaron (Abi Weller”)” male 37.00 0 0 3410 8.7125 S
1001 0 2 Swane, Mr. George male 18.50 0 0 248734 13.0000 S
1002 0 2 Stanton, Mr. Samuel Ward male 41.00 0 0 237734 15.0458 C
1003 1 3 Shine, Miss. Ellen Natalia female 20.00 0 0 330968 7.7792 Q
1004 0 1 Evans, Miss. Edith Corse female 36.00 0 0 PC 17531 31.6792 C
1005 1 3 Buckley, Miss. Katherine female 18.50 0 0 329944 7.2833 Q
1006 0 1 Straus, Mrs. Isidor (Rosalie Ida Blun) female 63.00 1 0 PC 17483 221.7792 S
1007 0 3 Chronopoulos, Mr. Demetrios male 18.00 1 0 2680 14.4542 C
1008 0 3 Thomas, Mr. John male 34.00 0 0 2681 6.4375 C
1009 1 3 Sandstrom, Miss. Beatrice Irene female 1.00 1 1 PP 9549 16.7000 S
1010 0 1 Beattie, Mr. Thomson male 36.00 0 0 13050 75.2417 C
1011 0 2 Chapman, Mrs. John Henry (Sara Elizabeth Lawry) female 29.00 1 0 SC/AH 29037 26.0000 S
1012 1 2 Watt, Miss. Bertha J female 12.00 0 0 C.A. 33595 15.7500 S
1013 0 3 Kiernan, Mr. John male 26.00 1 0 367227 7.7500 Q
1014 1 1 Schabert, Mrs. Paul (Emma Mock) female 35.00 1 0 13236 57.7500 C
1015 0 3 Carver, Mr. Alfred John male 28.00 0 0 392095 7.2500 S
1016 0 3 Kennedy, Mr. John male 24.00 0 0 368783 7.7500 Q
1017 1 3 Cribb, Miss. Laura Alice female 17.00 0 1 371362 16.1000 S
1018 0 3 Brobeck, Mr. Karl Rudolf male 22.00 0 0 350045 7.7958 S
1019 1 3 McCoy, Miss. Alicia female 26.00 2 0 367226 23.2500 Q
1020 0 2 Bowenur, Mr. Solomon male 42.00 0 0 211535 13.0000 S
1021 0 3 Petersen, Mr. Marius male 24.00 0 0 342441 8.0500 S
1022 0 3 Spinner, Mr. Henry John male 32.00 0 0 STON/OQ. 369943 8.0500 S
1023 1 1 Gracie, Col. Archibald IV male 53.00 0 0 113780 28.5000 C
1024 0 3 Lefebre, Mrs. Frank (Frances) female 28.00 0 4 4133 25.4667 S
1025 0 3 Thomas, Mr. Charles P male 20.00 1 0 2621 6.4375 C
1026 0 3 Dintcheff, Mr. Valtcho male 43.00 0 0 349226 7.8958 S
1027 0 3 Carlsson, Mr. Carl Robert male 24.00 0 0 350409 7.8542 S
1028 0 3 Zakarian, Mr. Mapriededer male 26.50 0 0 2656 7.2250 C
1029 0 2 Schmidt, Mr. August male 26.00 0 0 248659 13.0000 S
1030 1 3 Drapkin, Miss. Jennie female 23.00 0 0 SOTON/OQ 392083 8.0500 S
1031 0 3 Goodwin, Mr. Charles Frederick male 40.00 1 6 CA 2144 46.9000 S
1032 0 3 Goodwin, Miss. Jessie Allis female 10.00 5 2 CA 2144 46.9000 S
1033 1 1 Daniels, Miss. Sarah female 33.00 0 0 113781 151.5500 S
1034 0 1 Ryerson, Mr. Arthur Larned male 61.00 1 3 PC 17608 262.3750 C
1035 0 2 Beauchamp, Mr. Henry James male 28.00 0 0 244358 26.0000 S
1036 0 1 Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey”)” male 42.00 0 0 17475 26.5500 S
1037 0 3 Vander Planke, Mr. Julius male 31.00 3 0 345763 18.0000 S
1038 0 1 Hilliard, Mr. Herbert Henry male 44.00 0 0 17463 51.8625 S
1039 0 3 Davies, Mr. Evan male 22.00 0 0 SC/A4 23568 8.0500 S
1040 0 1 Crafton, Mr. John Bertram male 58.00 0 0 113791 26.5500 S
1041 0 2 Lahtinen, Rev. William male 30.00 1 1 250651 26.0000 S
1042 1 1 Earnshaw, Mrs. Boulton (Olive Potter) female 23.00 0 1 11767 83.1583 C
1043 0 3 Matinoff, Mr. Nicola male 30.00 0 0 349255 7.8958 C
1044 0 3 Storey, Mr. Thomas male 60.50 0 0 3701 7.2500 S
1045 0 3 Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist) female 36.00 0 2 350405 12.1833 S
1046 0 3 Asplund, Master. Filip Oscar male 13.00 4 2 347077 31.3875 S
1047 1 3 Duquemin, Mr. Joseph male 24.00 0 0 S.O./P.P. 752 7.5500 S
1048 1 1 Bird, Miss. Ellen female 29.00 0 0 PC 17483 221.7792 S
1049 1 3 Lundin, Miss. Olga Elida female 23.00 0 0 347469 7.8542 S
1050 0 1 Borebank, Mr. John James male 42.00 0 0 110489 26.5500 S
1051 0 3 Peacock, Mrs. Benjamin (Edith Nile) female 26.00 0 2 SOTON/O.Q. 3101315 13.7750 S
1052 1 3 Smyth, Miss. Julia female 18.00 0 0 335432 7.7333 Q
1053 1 3 Touma, Master. Georges Youssef male 7.00 1 1 2650 15.2458 C
1054 1 2 Wright, Miss. Marion female 26.00 0 0 220844 13.5000 S
1055 0 3 Pearce, Mr. Ernest male 31.00 0 0 343271 7.0000 S
1056 0 2 Peruschitz, Rev. Joseph Maria male 41.00 0 0 237393 13.0000 S
1057 1 3 Kink-Heilmann, Mrs. Anton (Luise Heilmann) female 26.00 1 1 315153 22.0250 S
1058 0 1 Brandeis, Mr. Emil male 48.00 0 0 PC 17591 50.4958 C
1059 0 3 Ford, Mr. Edward Watson male 18.00 2 2 W./C. 6608 34.3750 S
1060 1 1 Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick) female 36.00 0 0 17770 27.7208 C
1061 1 3 Hellstrom, Miss. Hilda Maria female 22.00 0 0 7548 8.9625 S
1062 0 3 Lithman, Mr. Simon male 27.00 0 0 S.O./P.P. 251 7.5500 S
1063 0 3 Zakarian, Mr. Ortin male 27.00 0 0 2670 7.2250 C
1064 0 3 Dyker, Mr. Adolf Fredrik male 23.00 1 0 347072 13.9000 S
1065 0 3 Torfa, Mr. Assad male 20.00 0 0 2673 7.2292 C
1066 0 3 Asplund, Mr. Carl Oscar Vilhelm Gustafsson male 40.00 1 5 347077 31.3875 S
1067 1 2 Brown, Miss. Edith Eileen female 15.00 0 2 29750 39.0000 S
1068 1 2 Sincock, Miss. Maude female 20.00 0 0 C.A. 33112 36.7500 S
1069 1 1 Stengel, Mr. Charles Emil Henry male 54.00 1 0 11778 55.4417 C
1070 1 2 Becker, Mrs. Allen Oliver (Nellie E Baumgardner) female 36.00 0 3 230136 39.0000 S
1071 1 1 Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll) female 64.00 0 2 PC 17756 83.1583 C
1072 0 2 McCrie, Mr. James Matthew male 30.00 0 0 233478 13.0000 S
1073 0 1 Compton, Mr. Alexander Taylor Jr male 37.00 1 1 PC 17756 83.1583 C
1074 1 1 Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson) female 18.00 1 0 113773 53.1000 S
1075 0 3 Lane, Mr. Patrick male 16.00 0 0 7935 7.7500 Q
1076 1 1 Douglas, Mrs. Frederick Charles (Mary Helene Baxter) female 27.00 1 1 PC 17558 247.5208 C
1077 0 2 Maybery, Mr. Frank Hubert male 40.00 0 0 239059 16.0000 S
1078 1 2 Phillips, Miss. Alice Frances Louisa female 21.00 0 1 S.O./P.P. 2 21.0000 S
1079 0 3 Davies, Mr. Joseph male 17.00 2 0 A/4 48873 8.0500 S
1080 0 3 Sage, Miss. Ada female 10.00 8 2 CA. 2343 69.5500 S
1081 0 2 Veal, Mr. James male 40.00 0 0 28221 13.0000 S
1082 0 2 Angle, Mr. William A male 34.00 1 0 226875 26.0000 S
1083 1 1 Salomon, Mr. Abraham L male 43.00 0 0 111163 26.0000 S
1084 0 3 van Billiard, Master. Walter John male 11.50 1 1 A/5. 851 14.5000 S
1085 0 2 Lingane, Mr. John male 61.00 0 0 235509 12.3500 Q
1086 1 2 Drew, Master. Marshall Brines male 8.00 0 2 28220 32.5000 S
1087 0 3 Karlsson, Mr. Julius Konrad Eugen male 33.00 0 0 347465 7.8542 S
1088 1 1 Spedden, Master. Robert Douglas male 6.00 0 2 16966 134.5000 C
1089 1 3 Nilsson, Miss. Berta Olivia female 18.00 0 0 347066 7.7750 S
1090 0 2 Baimbrigge, Mr. Charles Robert male 23.00 0 0 C.A. 31030 10.5000 S
1091 0 3 Rasmussen, Mrs. (Lena Jacobsen Solvang) female 63.00 0 0 65305 8.1125 S
1092 1 3 Murphy, Miss. Nora female 31.00 0 0 36568 15.5000 Q
1093 0 3 Danbom, Master. Gilbert Sigvard Emanuel male 0.33 0 2 347080 14.4000 S
1094 0 1 Astor, Col. John Jacob male 47.00 1 0 PC 17757 227.5250 C
1095 1 2 Quick, Miss. Winifred Vera female 8.00 1 1 26360 26.0000 S
1096 0 2 Andrew, Mr. Frank Thomas male 25.00 0 0 C.A. 34050 10.5000 S
1097 1 1 Omont, Mr. Alfred Fernand male 29.00 0 0 F.C. 12998 25.7417 C
1098 0 3 McGowan, Miss. Katherine female 35.00 0 0 9232 7.7500 Q
1099 1 2 Collett, Mr. Sidney C Stuart male 24.00 0 0 28034 10.5000 S
1100 1 1 Rosenbaum, Miss. Edith Louise female 33.00 0 0 PC 17613 27.7208 C
1101 0 3 Delalic, Mr. Redjo male 25.00 0 0 349250 7.8958 S
1102 0 3 Andersen, Mr. Albert Karvin male 32.00 0 0 C 4001 22.5250 S
1103 1 3 Finoli, Mr. Luigi male 41.00 0 0 SOTON/O.Q. 3101308 7.0500 S
1104 0 2 Deacon, Mr. Percy William male 17.00 0 0 S.O.C. 14879 73.5000 S
1105 0 2 Howard, Mrs. Benjamin (Ellen Truelove Arman) female 60.00 1 0 24065 26.0000 S
1106 0 3 Andersson, Miss. Ida Augusta Margareta female 38.00 4 2 347091 7.7750 S
1107 0 1 Head, Mr. Christopher male 42.00 0 0 113038 42.5000 S
1108 0 3 Mahon, Miss. Bridget Delia female 20.00 0 0 330924 7.8792 Q
1109 0 1 Wick, Mr. George Dennick male 57.00 1 1 36928 164.8667 S
1110 1 1 Widener, Mrs. George Dunton (Eleanor Elkins) female 50.00 1 1 113503 211.5000 C
1111 0 3 Thomson, Mr. Alexander Morrison male 36.00 0 0 32302 8.0500 S
1112 1 2 Duran y More, Miss. Florentina female 30.00 1 0 SC/PARIS 2148 13.8583 C
1113 0 3 Reynolds, Mr. Harold J male 21.00 0 0 342684 8.0500 S
1114 1 2 Cook, Mrs. (Selena Rogers) female 22.00 0 0 W./C. 14266 10.5000 S
1115 1 3 Karlsson, Mr. Einar Gervasius male 21.00 0 0 350053 7.7958 S
1116 1 1 Candee, Mrs. Edward (Helen Churchill Hungerford) female 53.00 0 0 PC 17606 27.4458 C
1117 1 3 Moubarek, Mrs. George (Omine Amenia” Alexander)” female 25.00 0 2 2661 15.2458 C
1118 1 3 Asplund, Mr. Johan Charles male 23.00 0 0 350054 7.7958 S
1119 0 3 McNeill, Miss. Bridget female 32.00 0 0 370368 7.7500 Q
1120 0 3 Everett, Mr. Thomas James male 40.50 0 0 C.A. 6212 15.1000 S
1121 0 2 Hocking, Mr. Samuel James Metcalfe male 36.00 0 0 242963 13.0000 S
1122 0 2 Sweet, Mr. George Frederick male 14.00 0 0 220845 65.0000 S
1123 1 1 Willard, Miss. Constance female 21.00 0 0 113795 26.5500 S
1124 0 3 Wiklund, Mr. Karl Johan male 21.00 1 0 3101266 6.4958 S
1125 0 3 Linehan, Mr. Michael male 21.00 0 0 330971 7.8792 Q
1126 0 1 Cumings, Mr. John Bradley male 39.00 1 0 PC 17599 71.2833 C
1127 0 3 Vendel, Mr. Olof Edvin male 20.00 0 0 350416 7.8542 S
1128 0 1 Warren, Mr. Frank Manley male 64.00 1 0 110813 75.2500 C
1129 0 3 Baccos, Mr. Raffull male 20.00 0 0 2679 7.2250 C
1130 0 2 Hiltunen, Miss. Marta female 18.00 1 1 250650 13.0000 S
1131 1 1 Douglas, Mrs. Walter Donald (Mahala Dutton) female 48.00 1 0 PC 17761 106.4250 C
1132 1 1 Lindstrom, Mrs. Carl Johan (Sigrid Posse) female 55.00 0 0 112377 27.7208 C
1133 1 2 Christy, Mrs. (Alice Frances) female 45.00 0 2 237789 30.0000 S
1134 1 1 Spedden, Mr. Frederic Oakley male 45.00 1 1 16966 134.5000 C
1135 1 3 Hyman, Mr. Abraham male 34.00 0 0 3470 7.8875 S
1136 0 3 Johnston, Master. William Arthur Willie”” male 8.00 1 2 W./C. 6607 23.4500 S
1137 0 1 Kenyon, Mr. Frederick R male 41.00 1 0 17464 51.8625 S
1138 0 2 Karnes, Mrs. J Frank (Claire Bennett) female 22.00 0 0 F.C.C. 13534 21.0000 S
1139 0 2 Drew, Mr. James Vivian male 42.00 1 1 28220 32.5000 S
1140 1 2 Hold, Mrs. Stephen (Annie Margaret Hill) female 29.00 1 0 26707 26.0000 S
1141 1 3 Khalil, Mrs. Betros (Zahie Maria” Elias)” female 20.00 1 0 2660 14.4542 C
1142 1 2 West, Miss. Barbara J female 0.92 1 2 C.A. 34651 27.7500 S
1143 1 3 Abrahamsson, Mr. Abraham August Johannes male 20.00 0 0 SOTON/O2 3101284 7.9250 S
1144 0 1 Clark, Mr. Walter Miller male 27.00 1 0 13508 136.7792 C
1145 0 3 Salander, Mr. Karl Johan male 24.00 0 0 7266 9.3250 S
1146 0 3 Wenzel, Mr. Linhart male 32.50 0 0 345775 9.5000 S
1147 0 3 MacKay, Mr. George William male 20.00 0 0 C.A. 42795 7.5500 S
1148 0 3 Mahon, Mr. John male 22.00 0 0 AQ/4 3130 7.7500 Q
1149 0 3 Niklasson, Mr. Samuel male 28.00 0 0 363611 8.0500 S
1150 1 2 Bentham, Miss. Lilian W female 19.00 0 0 28404 13.0000 S
1151 1 3 Midtsjo, Mr. Karl Albert male 21.00 0 0 345501 7.7750 S
1152 1 3 de Messemaeker, Mr. Guillaume Joseph male 36.50 1 0 345572 17.4000 S
1153 0 3 Nilsson, Mr. August Ferdinand male 21.00 0 0 350410 7.8542 S
1154 1 2 Wells, Mrs. Arthur Henry (Addie” Dart Trevaskis)” female 29.00 0 2 29103 23.0000 S
1155 0 3 Klasen, Miss. Gertrud Emilia female 1.00 1 1 350405 12.1833 S
1156 1 2 Portaluppi, Mr. Emilio Ilario Giuseppe male 30.00 0 0 C.A. 34644 12.7375 C
1157 0 3 Lyntakoff, Mr. Stanko male 44.00 0 0 349235 7.8958 S
1158 0 1 Chisholm, Mr. Roderick Robert Crispin male 43.00 0 0 112051 0.0000 S
1159 0 3 Warren, Mr. Charles William male 31.00 0 0 C.A. 49867 7.5500 S
1160 1 3 Howard, Miss. May Elizabeth female 26.00 0 0 A. 2. 39186 8.0500 S
1161 0 3 Pokrnic, Mr. Mate male 17.00 0 0 315095 8.6625 S
1162 0 1 McCaffry, Mr. Thomas Francis male 46.00 0 0 13050 75.2417 C
1163 0 3 Fox, Mr. Patrick male 28.00 0 0 368573 7.7500 Q
1164 1 1 Clark, Mrs. Walter Miller (Virginia McDowell) female 26.00 1 0 13508 136.7792 C
1165 1 3 Lennon, Miss. Mary female 18.00 1 0 370371 15.5000 Q
1166 0 3 Saade, Mr. Jean Nassr male 20.00 0 0 2676 7.2250 C
1167 1 2 Bryhl, Miss. Dagmar Jenny Ingeborg female 20.00 1 0 236853 26.0000 S
1168 0 2 Parker, Mr. Clifford Richard male 28.00 0 0 SC 14888 10.5000 S
1169 0 2 Faunthorpe, Mr. Harry male 40.00 1 0 2926 26.0000 S
1170 0 2 Ware, Mr. John James male 30.00 1 0 CA 31352 21.0000 S
1171 1 2 Oxenham, Mr. Percy Thomas male 22.00 0 0 W./C. 14260 10.5000 S
1172 0 3 Oreskovic, Miss. Jelka female 23.00 0 0 315085 8.6625 S
1173 0 3 Peacock, Master. Alfred Edward male 0.75 1 1 SOTON/O.Q. 3101315 13.7750 S
1174 0 3 Fleming, Miss. Honora female 22.00 0 0 364859 7.7500 Q
1175 1 3 Touma, Miss. Maria Youssef female 9.00 1 1 2650 15.2458 C
1176 0 3 Rosblom, Miss. Salli Helena female 2.00 1 1 370129 20.2125 S
1177 0 3 Dennis, Mr. William male 36.00 0 0 A/5 21175 7.2500 S
1178 0 3 Franklin, Mr. Charles (Charles Fardon) male 46.00 0 0 SOTON/O.Q. 3101314 7.2500 S
1179 1 1 Snyder, Mr. John Pillsbury male 24.00 1 0 21228 82.2667 S
1180 0 3 Mardirosian, Mr. Sarkis male 25.00 0 0 2655 7.2292 C
1181 0 3 Ford, Mr. Arthur male 23.00 0 0 A/5 1478 8.0500 S
1182 1 1 Rheims, Mr. George Alexander Lucien male 33.00 0 0 PC 17607 39.6000 S
1183 1 3 Daly, Miss. Margaret Marcella Maggie”” female 30.00 0 0 382650 6.9500 Q
1184 0 3 Nasr, Mr. Mustafa male 20.00 0 0 2652 7.2292 C
1185 1 1 Dodge, Dr. Washington male 53.00 1 1 33638 81.8583 S
1186 0 3 Wittevrongel, Mr. Camille male 36.00 0 0 345771 9.5000 S
1187 0 3 Angheloff, Mr. Minko male 26.00 0 0 349202 7.8958 S
1188 1 2 Laroche, Miss. Louise female 1.00 1 2 SC/Paris 2123 41.5792 C
1189 0 3 Samaan, Mr. Hanna male 40.00 2 0 2662 21.6792 C
1190 0 1 Loring, Mr. Joseph Holland male 30.00 0 0 113801 45.5000 S
1191 0 3 Johansson, Mr. Nils male 29.00 0 0 347467 7.8542 S
1192 1 3 Olsson, Mr. Oscar Wilhelm male 32.00 0 0 347079 7.7750 S
1193 0 2 Malachard, Mr. Noel male 25.00 0 0 237735 15.0458 C
1194 0 2 Phillips, Mr. Escott Robert male 43.00 0 1 S.O./P.P. 2 21.0000 S
1195 0 3 Pokrnic, Mr. Tome male 24.00 0 0 315092 8.6625 S
1196 1 3 McCarthy, Miss. Catherine Katie”” female 24.00 0 0 383123 7.7500 Q
1197 1 1 Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead) female 64.00 1 1 112901 26.5500 S
1198 0 1 Allison, Mr. Hudson Joshua Creighton male 30.00 1 2 113781 151.5500 S
1199 1 3 Aks, Master. Philip Frank male 0.83 0 1 392091 9.3500 S
1200 0 1 Hays, Mr. Charles Melville male 55.00 1 1 12749 93.5000 S
1201 1 3 Hansen, Mrs. Claus Peter (Jennie L Howard) female 45.00 1 0 350026 14.1083 S
1202 0 3 Cacic, Mr. Jego Grga male 18.00 0 0 315091 8.6625 S
1203 1 3 Vartanian, Mr. David male 22.00 0 0 2658 7.2250 C
1204 0 3 Sadowitz, Mr. Harry male 16.00 0 0 LP 1588 7.5750 S
1205 0 3 Carr, Miss. Jeannie female 37.00 0 0 368364 7.7500 Q
1206 1 1 White, Mrs. John Stuart (Ella Holmes) female 55.00 0 0 PC 17760 135.6333 C
1207 0 3 Hagardon, Miss. Kate female 17.00 0 0 AQ/3. 30631 7.7333 Q
1208 0 1 Spencer, Mr. William Augustus male 57.00 1 0 PC 17569 146.5208 C
1209 0 2 Rogers, Mr. Reginald Harry male 19.00 0 0 28004 10.5000 S
1210 0 3 Jonsson, Mr. Nils Hilding male 27.00 0 0 350408 7.8542 S
1211 0 2 Jefferys, Mr. Ernest Wilfred male 22.00 2 0 C.A. 31029 31.5000 S
1212 0 3 Andersson, Mr. Johan Samuel male 26.00 0 0 347075 7.7750 S
1213 0 3 Krekorian, Mr. Neshan male 25.00 0 0 2654 7.2292 C
1214 0 2 Nesson, Mr. Israel male 26.00 0 0 244368 13.0000 S
1215 0 1 Rowe, Mr. Alfred G male 33.00 0 0 113790 26.5500 S
1216 1 1 Kreuchen, Miss. Emilie female 39.00 0 0 24160 211.3375 S
1217 0 3 Assam, Mr. Ali male 23.00 0 0 SOTON/O.Q. 3101309 7.0500 S
1218 1 2 Becker, Miss. Ruth Elizabeth female 12.00 2 1 230136 39.0000 S
1219 0 1 Rosenshine, Mr. George (Mr George Thorne”)” male 46.00 0 0 PC 17585 79.2000 C
1220 0 2 Clarke, Mr. Charles Valentine male 29.00 1 0 2003 26.0000 S
1221 0 2 Enander, Mr. Ingvar male 21.00 0 0 236854 13.0000 S
1222 1 2 Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) female 48.00 0 2 C.A. 33112 36.7500 S
1223 0 1 Dulles, Mr. William Crothers male 39.00 0 0 PC 17580 29.7000 C
1224 0 3 Thomas, Mr. Tannous male 16.00 0 0 2684 7.2250 C
1225 1 3 Nakid, Mrs. Said (Waika Mary” Mowad)” female 19.00 1 1 2653 15.7417 C
1226 0 3 Cor, Mr. Ivan male 27.00 0 0 349229 7.8958 S
1227 0 1 Maguire, Mr. John Edward male 30.00 0 0 110469 26.0000 S
1228 0 2 de Brito, Mr. Jose Joaquim male 32.00 0 0 244360 13.0000 S
1229 0 3 Elias, Mr. Joseph male 39.00 0 2 2675 7.2292 C
1230 0 2 Denbury, Mr. Herbert male 25.00 0 0 C.A. 31029 31.5000 S
1231 0 3 Betros, Master. Seman male 10.00 0 0 2622 7.2292 C
1232 0 2 Fillbrook, Mr. Joseph Charles male 18.00 0 0 C.A. 15185 10.5000 S
1233 1 3 Lundstrom, Mr. Thure Edvin male 32.00 0 0 350403 7.5792 S
1234 0 3 Sage, Mr. John George male 44.00 1 9 CA. 2343 69.5500 S
1235 1 1 Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake) female 58.00 0 1 PC 17755 512.3292 C
1236 0 3 van Billiard, Master. James William male 10.00 1 1 A/5. 851 14.5000 S
1237 1 3 Abelseth, Miss. Karen Marie female 16.00 0 0 348125 7.6500 S
1238 0 2 Botsford, Mr. William Hull male 26.00 0 0 237670 13.0000 S
1239 1 3 Whabee, Mrs. George Joseph (Shawneene Abi-Saab) female 38.00 0 0 2688 7.2292 C
1240 0 2 Giles, Mr. Ralph male 24.00 0 0 248726 13.5000 S
1241 1 2 Walcroft, Miss. Nellie female 31.00 0 0 F.C.C. 13528 21.0000 S
1242 1 1 Greenfield, Mrs. Leo David (Blanche Strouse) female 45.00 0 1 PC 17759 63.3583 C
1243 0 2 Stokes, Mr. Philip Joseph male 25.00 0 0 F.C.C. 13540 10.5000 S
1244 0 2 Dibden, Mr. William male 18.00 0 0 S.O.C. 14879 73.5000 S
1245 0 2 Herman, Mr. Samuel male 49.00 1 2 220845 65.0000 S
1246 1 3 Dean, Miss. Elizabeth Gladys Millvina”” female 0.17 1 2 C.A. 2315 20.5750 S
1247 0 1 Julian, Mr. Henry Forbes male 50.00 0 0 113044 26.0000 S
1248 1 1 Brown, Mrs. John Murray (Caroline Lane Lamson) female 59.00 2 0 11769 51.4792 S
1249 0 3 Lockyer, Mr. Edward male 19.00 0 0 1222 7.8792 S
1250 0 3 O’Keefe, Mr. Patrick male 21.00 0 0 368402 7.7500 Q
1251 0 3 Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson) female 30.00 1 0 349910 15.5500 S
1252 0 3 Sage, Master. William Henry male 14.50 8 2 CA. 2343 69.5500 S
1253 1 2 Mallet, Mrs. Albert (Antoinette Magnin) female 24.00 1 1 S.C./PARIS 2079 37.0042 C
1254 1 2 Ware, Mrs. John James (Florence Louise Long) female 31.00 0 0 CA 31352 21.0000 S
1255 0 3 Strilic, Mr. Ivan male 27.00 0 0 315083 8.6625 S
1256 1 1 Harder, Mrs. George Achilles (Dorothy Annan) female 25.00 1 0 11765 55.4417 C
1257 0 3 Sage, Mrs. John (Annie Bullen) female 44.00 1 9 CA. 2343 69.5500 S
1258 0 3 Caram, Mr. Joseph male 28.00 1 0 2689 14.4583 C
1259 0 3 Riihivouri, Miss. Susanna Juhantytar Sanni”” female 22.00 0 0 3101295 39.6875 S
1260 1 1 Gibson, Mrs. Leonard (Pauline C Boeson) female 45.00 0 1 112378 59.4000 C
1261 1 2 Pallas y Castello, Mr. Emilio male 29.00 0 0 SC/PARIS 2147 13.8583 C
1262 0 2 Giles, Mr. Edgar male 21.00 1 0 28133 11.5000 S
1263 1 1 Wilson, Miss. Helen Alice female 31.00 0 0 16966 134.5000 C
1264 1 1 Ismay, Mr. Joseph Bruce male 49.00 0 0 112058 0.0000 S
1265 0 2 Harbeck, Mr. William H male 44.00 0 0 248746 13.0000 S
1266 1 1 Dodge, Mrs. Washington (Ruth Vidaver) female 54.00 1 1 33638 81.8583 S
1267 1 1 Bowen, Miss. Grace Scott female 45.00 0 0 PC 17608 262.3750 C
1268 0 3 Kink, Miss. Maria female 22.00 2 0 315152 8.6625 S
1269 0 2 Cotterill, Mr. Henry Harry”” male 21.00 0 0 29107 11.5000 S
1270 0 1 Hipkins, Mr. William Edward male 55.00 0 0 680 50.0000 S
1271 0 3 Asplund, Master. Carl Edgar male 5.00 4 2 347077 31.3875 S
1272 0 3 O’Connor, Mr. Patrick male 23.00 0 0 366713 7.7500 Q
1273 0 3 Foley, Mr. Joseph male 26.00 0 0 330910 7.8792 Q
1274 0 3 Risien, Mrs. Samuel (Emma) female 64.00 0 0 364498 14.5000 S
1275 0 3 McNamee, Mrs. Neal (Eileen O’Leary) female 19.00 1 0 376566 16.1000 S
1276 0 2 Wheeler, Mr. Edwin Frederick”” male 26.00 0 0 SC/PARIS 2159 12.8750 S
1277 1 2 Herman, Miss. Kate female 24.00 1 2 220845 65.0000 S
1278 0 3 Aronsson, Mr. Ernst Axel Algot male 24.00 0 0 349911 7.7750 S
1279 0 2 Ashby, Mr. John male 57.00 0 0 244346 13.0000 S
1280 0 3 Canavan, Mr. Patrick male 21.00 0 0 364858 7.7500 Q
1281 0 3 Palsson, Master. Paul Folke male 6.00 3 1 349909 21.0750 S
1282 0 1 Payne, Mr. Vivian Ponsonby male 23.00 0 0 12749 93.5000 S
1283 1 1 Lines, Mrs. Ernest H (Elizabeth Lindsey James) female 51.00 0 1 PC 17592 39.4000 S
1284 0 3 Abbott, Master. Eugene Joseph male 13.00 0 2 C.A. 2673 20.2500 S
1285 0 2 Gilbert, Mr. William male 47.00 0 0 C.A. 30769 10.5000 S
1286 1 3 Kink-Heilmann, Mr. Anton male 29.00 3 1 315153 22.0250 S
1287 1 1 Smith, Mrs. Lucien Philip (Mary Eloise Hughes) female 18.00 1 0 13695 60.0000 S
1288 0 3 Colbert, Mr. Patrick male 24.00 0 0 371109 7.2500 Q
1289 1 1 Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli) female 48.00 1 1 13567 79.2000 C
1290 0 3 Larsson-Rondberg, Mr. Edvard A male 22.00 0 0 347065 7.7750 S
1291 0 3 Conlon, Mr. Thomas Henry male 31.00 0 0 21332 7.7333 Q
1292 1 1 Bonnell, Miss. Caroline female 30.00 0 0 36928 164.8667 S
1293 0 2 Gale, Mr. Harry male 38.00 1 0 28664 21.0000 S
1294 1 1 Gibson, Miss. Dorothy Winifred female 22.00 0 1 112378 59.4000 C
1295 0 1 Carrau, Mr. Jose Pedro male 17.00 0 0 113059 47.1000 S
1296 1 1 Frauenthal, Mr. Isaac Gerald male 43.00 1 0 17765 27.7208 C
1297 1 2 Nourney, Mr. Alfred (Baron von Drachstedt”)” male 20.00 0 0 SC/PARIS 2166 13.8625 C
1298 0 2 Ware, Mr. William Jeffery male 23.00 1 0 28666 10.5000 S
1299 0 1 Widener, Mr. George Dunton male 50.00 1 1 113503 211.5000 C
1300 1 3 Riordan, Miss. Johanna Hannah”” female 21.00 0 0 334915 7.7208 Q
1301 0 3 Peacock, Miss. Treasteall female 3.00 1 1 SOTON/O.Q. 3101315 13.7750 S
1302 0 3 Naughton, Miss. Hannah female 21.00 0 0 365237 7.7500 Q
1303 1 1 Minahan, Mrs. William Edward (Lillian E Thorpe) female 37.00 1 0 19928 90.0000 Q
1304 0 3 Henriksson, Miss. Jenny Lovisa female 28.00 0 0 347086 7.7750 S
1305 0 3 Spector, Mr. Woolf male 23.00 0 0 A.5. 3236 8.0500 S
1306 1 1 Oliva y Ocana, Dona. Fermina female 39.00 0 0 PC 17758 108.9000 C
1307 0 3 Saether, Mr. Simon Sivertsen male 38.50 0 0 SOTON/O.Q. 3101262 7.2500 S
1308 0 3 Ware, Mr. Frederick male 35.00 0 0 359309 8.0500 S
1309 1 3 Peter, Master. Michael J male 4.00 1 1 2668 22.3583 C

5.5.2 Summary Finalized Dataset

# สรุปค่าสถิติเบื้องต้น ทุกคอลัมน์
finalize_titanic_data |> 
  summary() 
##   PassengerId      Survived          Pclass          Name          
##  Min.   :   1   Min.   :0.0000   Min.   :1.000   Length:1309       
##  1st Qu.: 328   1st Qu.:0.0000   1st Qu.:2.000   Class :character  
##  Median : 655   Median :0.0000   Median :3.000   Mode  :character  
##  Mean   : 655   Mean   :0.3835   Mean   :2.295                     
##  3rd Qu.: 982   3rd Qu.:1.0000   3rd Qu.:3.000                     
##  Max.   :1309   Max.   :1.0000   Max.   :3.000                     
##      Sex                 Age            SibSp            Parch      
##  Length:1309        Min.   : 0.17   Min.   :0.0000   Min.   :0.000  
##  Class :character   1st Qu.:21.00   1st Qu.:0.0000   1st Qu.:0.000  
##  Mode  :character   Median :28.00   Median :0.0000   Median :0.000  
##                     Mean   :29.64   Mean   :0.4989   Mean   :0.385  
##                     3rd Qu.:38.00   3rd Qu.:1.0000   3rd Qu.:0.000  
##                     Max.   :80.00   Max.   :8.0000   Max.   :9.000  
##     Ticket               Fare           Embarked        
##  Length:1309        Min.   :  0.000   Length:1309       
##  Class :character   1st Qu.:  7.896   Class :character  
##  Mode  :character   Median : 14.454   Mode  :character  
##                     Mean   : 33.276                     
##                     3rd Qu.: 31.275                     
##                     Max.   :512.329

5.5.3 Export Finalized Dataset File

# เราสามารถใช้ write_csv() แทนได้ เพราะ Table ไม่มีภาษาไทย แต่ผมจะใช้ write_excel_csv เพราะมันสามารถ export ได้ทั้งไทยและอังกฤษ
finalize_titanic_data |> 
  write_xlsx(path = "finalize_titanic_data.xlsx")

# อ่านกลับเข้ามาใหม่ด้วย

finalize_titanic_data <- read_excel("finalize_titanic_data.xlsx")

6 ⭐️ Analyze & Transform Data

หัวข้อนี้ผมจะมาเริ่มตั้งคำถามกับ Data กันโดยที่มีผู้โดยสารเรือไททานิค 1309 คน (อิงจาก Dataset นี้)

🔥️ 1. สร้าง ตารางบอกจำนวนช่วงอายุที่รอดชีวิตจากเหตุการณ์ว่ามีมากน้อยเพียงใด

🔥️ 2. สร้าง เกณฑ์แบ่งกลุ่มอายุ (Age) เด็ก, ผู้หญิง, คนชรา เพื่อนับจำนวนคนที่รอดชีวิต (Survived) ตามกลุ่มอายุ

🔥️ 3. สร้าง Bar Chart ดูสัดส่วนคนรอดชีวิต (Survived) ผู้ชาย, ผู้หญิง (Sex) แบ่งตามกลุ่มอายุ (Age)

🔥️ 4. สร้าง ตารางดูสัดส่วนคนรอดชีวิต (Survived) แบ่งตามชั้นผู้โดยสาร (Pclass)

🔥️ 5. สร้าง Horizontal Bar Chart ดูสัดส่วนคนรอดชีวิต (Survived) แบ่งตามชั้นผู้โดยสาร (Pclass)

🔥 6. สร้าง Boxplot ดูการกระจายตัวของราคาตั๋ว (Fare) แบ่งตามชั้นผู้โดยสาร (Pclass)

🔥️ 7. สร้าง FamilySize จาก Parch, Sibsp สำรวจดูว่ามีโอกาสรอดมากน้อยแค่ไหนด้วย Histogram

🔥️ 8. สร้างตารางสำรวจรูปการเดินทางมีผลต่อการรอดชีวิตของผู้โดยสารบนเรือหรือไม่

🔥️ 9. สร้าง Bar Chart แสดงรูปการเดินทางของผู้โดยสาร

🔥️ 10. แสดงค่าความสัมพันธ์ (Correlation) ระหว่างตัวแปรในชุดข้อมูล Titanic

6.1 🔥️ Tabulated Survival Count by Age Groups

สร้าง ตารางบอกจำนวนช่วงอายุที่รอดชีวิตจากเหตุการณ์ว่ามีมากน้อยเพียงใด

summary_agegroup_survived <- finalize_titanic_data |>
  mutate(
    AgeGroup = cut( # สร้างคอลัมน์ AgeGroup ตัดช่วงอายุ
      Age, breaks = seq(0, max(Age), by = 10), # นำคอลัมน์ Age มาแบ่งทีละ 10 เริ่มที่ 0, 10, 20, 30, ..max
      labels = paste( # สร้างคอลัมน์ labels ระบุช่วงอายุ
        seq(0, max(Age) - 10, by = 10),  # เริ่มที่ขอบล่าง
        seq(10, max(Age), by = 10), sep = "-" ))) |> # จบที่ขอบบน เชื่อมช่วย "-"
  count(AgeGroup, Survived) |> # เมื่อสร้าง 2 คอลัมน์แล้ว มานับและจับกลุ่มตามคอลัมน์ AgeGroup และ Survived ตามลำดับ
  pivot_wider( # ข้อมูลจะเป็น long table เราต้องมา pivot เหมือนใน excel โดยเราจะเอา Survived ไปไว้ที่แนวคอลัมน์
    names_from = Survived,  # นำ Survived ไปไว้แนวคอลัมน์
    values_from = n, # ค่าภายในเซลล์คือ คอลัมน์ n (คอลัมน์ที่เรา count มา)
    values_fill = 0) |> # ค่าค่าไหนว่างภายในเซลล์หรือตารางให้ใส่ 0
  mutate( # เราเราได้หน้าตาตารางที่แนวคอลัมน์ Survived ดังนั้นหัวคอลัมน์จะเป็น 0 (ไม่รอด), 1 (รอด)
    Total = `0` + `1`, # สร้างคอลัมน์ชื่อ Total เก็บผลรวมของจำนวนคนที่ไม่รอดกับรอด
    `%Total` = (Total / nrow(finalize_titanic_data)) |> percent(accuracy = 1)) # คำนวณเป็นเปอร์เซ็นต์เทียบกับจำนวนคนทั้งหมดว่า ปรับเป็นเปอร์เซ็นต์ 1 ตำแหน่ง

colnames(summary_agegroup_survived) <- c("AgeGroup", "Not_Survived", 
                                         "Survived", "Total", "%Total") # ปรับชื่อคอลัมน์ให้เป็นชื่อนี้ ตามลำดับ (หลีกเลี่ยงชื่อคอลัมน์เป็นตัวเลข)

sum_total_survived <- summary_agegroup_survived |> # ต่อมาเราจะมาหาผลรวมแนวตั้งกันบ้าง
  summarise(
    Not_Survived = sum(Not_Survived), # คอลัมน์ Not_Survived คำนวณผลรวมของ Nut_Survived
    Survived = sum(Survived),   # คอลัมน์ Survived คำนวณผลรวมของ Survived
    Total = sum(Total)) |>  # คอลัมน์ Total คำนวณผลรวมของ Total
  mutate(`%Total` = "") # คอลัมน์ %Total แนวแถวจะไม่มี ดังนั้นจะให้เป็นค่าว่าง

# เราจะมาสร้างตารางสรุปผลกัน
summary_agegroup_survived <- summary_agegroup_survived |> # นำตารางที่คำนวณไว้ก่อนหน้า 2 ตาราง
  bind_rows(sum_total_survived) |> # ต่อท้ายกันโดยให้เอาตารางที่คำนวณแนวคอลัมน์ขึ้นก่อน และค่อยต่อด้วยตารางผลรวมแนวนอน
  mutate(AgeGroup = coalesce(AgeGroup, "Total")) |> # AgeGroup จะเกิดค่า NA 1 ค่าซึ่งตำแหน่งนั้นควนจะเป็น Total
  mutate(across(everything(), as.character)) |> # ขั้นตอนนี้สำคัญ ! เราจะนำทุกๆคอลัมน์ในตารางที่เรามารวมกันกำหนดให้เป็น character ทั้งหมดเพราะเราจะรวมตารางต่อ
  bind_rows(summary_agegroup_survived[10, ] |> # นั่นคือตารางแถวที่ 10 (ตารางที่รวมก่อนหน้ามี 9 แถว) ซึ่งมันจะเป็น Chracter ทั้งหมด
      mutate(
        AgeGroup = ifelse(is.na(AgeGroup),"%Total", AgeGroup), # แถวที่ 10 คอลัมน์ AgeGroup เราจะใส่ข้อความ %Total เพราะเรากำลังจะหา %ทั้งหมดตามแนวคอลัมน์
        Not_Survived = ( # แถวที่ 10 คอลัมน์ Not_Survived
          sum(summary_agegroup_survived$Not_Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Not_Survived เทียบกับจำนวนทั้งหมด
          percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
        Survived = (  # แถวที่ 10 คอลัมน์ Survived
          sum(summary_agegroup_survived$Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Survived เทียบกับจำนวนทั้งหมด
          percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
        Total = ifelse(is.na(Total), "", Total), # แถวที่ 10 คอลัมน์ Total ต้องเป็นค่าว่างเพราะตามแนวแถวคำนวณ ผลรวมจำนวนผู้โดยสารทั้งหมดไว้แล้ว
        `%Total` = "100%" # คอลัมน์ %Total แถวที่ 10 จะใส่เป็น 100% เพราะทั้งแนวคอลัมน์และแนวแถว คิดเป็น 100% แล้ว
      )) |> styled_kable() # ธีมตาราง
## Data Dimensions:  10 rows x 5 columns
summary_agegroup_survived # แสดงผลลัพธ์
AgeGroup Not_Survived Survived Total %Total
0-10 45 54 99 8%
10-20 138 77 215 16%
20-30 301 164 465 36%
30-40 154 103 257 20%
40-50 102 65 167 13%
50-60 36 31 67 5%
60-70 27 6 33 3%
70-80 4 2 6 0%
Total 807 502 1309
%Total 62% 38% 100%

6.2 🔥️ Custom Age Grouping: Child, Woman, Elderly — Survival Count by Group

สร้าง เกณฑ์แบ่งกลุ่มอายุ (Age) เด็ก, ผู้หญิง, คนชรา เพื่อนับจำนวนคนที่รอดชีวิต (Survived) ตามกลุ่มอายุ

# แบ่งกลุ่มอายุ ผุ้ใหญ่ เด็ก ผู้สูงอายุ
summary_priority_survived <- finalize_titanic_data |>
  mutate( 
    Priority_passengers = case_when( # สร้างคอลัมน์ Priority_passengers แบ่งกลุ่มอายุ
      Age < 18 ~ "Child (< 18 years)", # อายุตำ่กว่า 18 ปี เป็น Child
      Age >= 60 ~ "Elderly (>= 60 years)", # อายุมากกว่าหรือเท่ากับ 60 เป็นผู้สูงอายุ
      TRUE ~ "Man, Woman (18-59 years)" # กลุ่มอื่นเป็นบุคคลที่่มีอายุ 18-59 ปี
    )) |>
  group_by(Priority_passengers, Survived) |> # จัดกลุ่มตามคอลัมน์ Priority_passengers, Survived ตามลำดับ
  summarise(n = n(), .groups = "drop") |> # นับจำนวนคนตามกลุ่มที่จัดเมื่อสักครู่ แล้วเอาการจัดกลุ่มออกเตรียมคำนวณขั้นต่อไป
  pivot_wider(
    names_from = Survived, # หมุนข้อมูลคอลัมน์ Survived ไปเป็นแนวคอลัมน์
    values_from = n, # ค่าภายในเซลล์มาจากคอลัมน์ n
    values_fill = 0) |> # หากไม่มีค่าให้่เติม 0
  mutate(
    Total = `0` + `1`, # สร้างคอลัมน์ชื่อ Total เก็บผลรวมของจำนวนคนที่ไม่รอดกับรอด
    `%Total` = (Total / nrow(finalize_titanic_data)) |> percent(accuracy = 1)) # คำนวณเป็นเปอร์เซ็นต์เทียบกับจำนวนคนทั้งหมดว่า ปรับเป็นเปอร์เซ็นต์ 1 ตำแหน่ง

colnames(summary_priority_survived) <- c("Priority_passengers", "Not_Survived", 
                                         "Survived", "Total", "%Total") # ปรับชื่อคอลัมน์ให้เป็นชื่อนี้ ตามลำดับ (หลีกเลี่ยงชื่อคอลัมน์เป็นตัวเลข)

sum_total_survived <- summary_priority_survived |> # ต่อมาเราจะมาหาผลรวมแนวตั้งกันบ้าง
  summarise(
    Not_Survived = sum(Not_Survived), # คอลัมน์ Not_Survived คำนวณผลรวมของ Nut_Survived
    Survived = sum(Survived),   # คอลัมน์ Survived คำนวณผลรวมของ Survived
    Total = sum(Total)) |>  # คอลัมน์ Total คำนวณผลรวมของ Total
  mutate(`%Total` = "") # คอลัมน์ %Total แนวแถวจะไม่มี ดังนั้นจะให้เป็นค่าว่าง

summary_priority_survived <- summary_priority_survived |> # นำตารางที่คำนวณไว้ก่อนหน้า 2 ตาราง
  bind_rows(sum_total_survived) |> # ต่อท้ายกันโดยให้เอาตารางที่คำนวณแนวคอลัมน์ขึ้นก่อน และค่อยต่อด้วยตารางผลรวมแนวนอน
  mutate(Priority_passengers = coalesce(Priority_passengers, "Total")) |> # Priority_passengers จะเกิดค่า NA 1 ค่าซึ่งตำแหน่งนั้นควนจะเป็น Total
  mutate(across(everything(), as.character)) |> # ขั้นตอนนี้สำคัญ ! เราจะนำทุกๆคอลัมน์ในตารางที่เรามารวมกันกำหนดให้เป็น character ทั้งหมดเพราะเราจะรวมตารางต่อ
  bind_rows(summary_priority_survived[10, ] |> # นั่นคือตารางแถวที่ 10 (ตารางที่รวมก่อนหน้ามี 9 แถว) ซึ่งมันจะเป็น Chracter ทั้งหมด
      mutate(
        Priority_passengers = ifelse(is.na(Priority_passengers),"%Total", Priority_passengers), # แถวที่ 10 คอลัมน์ Priority_passengers เราจะใส่ข้อความ %Total เพราะเรากำลังจะหา %ทั้งหมดตามแนวคอลัมน์
        Not_Survived = ( # แถวที่ 10 คอลัมน์ Not_Survived
          sum(summary_priority_survived$Not_Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Not_Survived เทียบกับจำนวนทั้งหมด
          percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
        Survived = (  # แถวที่ 10 คอลัมน์ Survived
          sum(summary_priority_survived$Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Survived เทียบกับจำนวนทั้งหมด
          percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
        Total = ifelse(is.na(Total), "", Total), # แถวที่ 10 คอลัมน์ Total ต้องเป็นค่าว่างเพราะตามแนวแถวคำนวณ ผลรวมจำนวนผู้โดยสารทั้งหมดไว้แล้ว
        `%Total` = "100%" # คอลัมน์ %Total แถวที่ 10 จะใส่เป็น 100% เพราะทั้งแนวคอลัมน์และแนวแถว คิดเป็น 100% แล้ว
      )) |> styled_kable() # ธีมตาราง
## Data Dimensions:  5 rows x 5 columns
summary_priority_survived # แสดงผลลัพธ์
Priority_passengers Not_Survived Survived Total %Total
Child (< 18 years) 93 86 179 14%
Elderly (>= 60 years) 34 12 46 4%
Man, Woman (18-59 years) 680 404 1084 83%
Total 807 502 1309
%Total 62% 38% 100%

6.3 🔥️ Bar Chart of Survival Rates by Gender and Age Group

สร้าง Bar Chart ดูสัดส่วนคนรอดชีวิต (Survived) ผู้ชาย, ผู้หญิง (Sex) แบ่งตามกลุ่มอายุ (Age)

label_chart <- c("Survival Rates of Priority Passengers on the Titanic"
                 ,"Source: library(titanic)") # กำหนด title, caption ไว้ในตัวแปร label_chart รอการเรียกใช้งาน

finalize_titanic_data |>
  mutate(
    Priority_passengers = case_when( # สร้างคอลัมน์ Priority_passengers แบ่งกลุ่มอายุ
      Age < 18 ~ "Child (< 18 years)", # อายุตำ่กว่า 18 ปี เป็น Child
      Age >= 60 ~ "Elderly (>= 60 years)", # อายุมากกว่าหรือเท่ากับ 60 เป็นผู้สูงอายุ
      TRUE ~ "Man, Woman (18-59 years)"), # กลุ่มอื่นเป็นบุคคลที่่มีอายุ 18-59 ปี
    Survived = ifelse(Survived == 1, "Survived", "Not Survived")) |> # เปลี่ยนจาก 0, 1 เป็น Not_Survived, Survived ตามลำดับ
  group_by(Priority_passengers, Sex) |> # จัดกลุ่มตาม Priority_passengers, Sex ตามลำดับ
  mutate(total_in_group = n()) |> # สร้างคอลัมน์นับจำนวนตามกลุ่มที่จัดเมื่อสักครู่ชื่อคอลัมน์ว่า total_in_group
  group_by(Sex, Priority_passengers, Survived) |> # จัดกลุ่มตาม Sex, Priority_passengers, Survived ตามลำดับ
  summarise(
    n = n(), # สร้างคอลัมน์ n และนับจำนวนตามกลุ่มที่จัดเมื่อสักครู่
    total_in_group = first(total_in_group), # สร้างคอลัมน์ total_in_group โดยเอามาแค่ค่าแรกค่าเดียวที่เจอในคอลัมน์ total_in_group เดิม
    .groups = "drop") |> # เมื่อสร้างคอลัมน์เพื่อคำนวณ 2 เสร็จ นำการจัดกลุ่มออกเพื่อรอเตรียมกาเพิ่มคอลัมน์ที่เกิดจากการคำนวณในตารางนี้อีกที
  mutate(
    percent = round((n / total_in_group) * 100, 1), # เมื่อเราได้ตารางสรุปผลมาแล้ว เราจะสร้างคอลัมน์ percent เพื่อเก็บจำนวน % ของจำนวนทั้งหมดใน total_in_group เอาทศนิยม 1 ตำแหน่ง
    label_text = ifelse(Survived %in% c("Survived"), # สร้างคอลัมน์ label_text เพื่อเก็บข้อความที่เราจะใช้เป็น label บนกราฟ โดยมีเงื่อนไขว่า ถ้าคอลัมน์ Survived มีค่า Survived
    paste0(percent, "%, ", n, " ", Sex), NA)) |> # เราจะแสดง ค่า percent จำนวนผู้โดยสารในกลุ่มนั้นๆ และข้อความบ่งบอกเพศ เช่น 64.2%, 52 female
  
  ggplot(aes(Sex, percent, fill = Survived)) + # สร้างกราฟโดยการกำหนดค่า x = Sex และ y = percent แยกสีตาม Survived, Not_Survived
  geom_col() + # เลือกประเภทกราฟเป็น Bar Chart
  
  geom_text( # ตั้งค่ารูปแบบ label ข้อความ 
    aes(label = label_text), # เราจะใช้ข้อความที่เรากำหนดไว้ในคอลัมน์ label_text
    vjust = -0.3, # ตั้งค่าตามแนว vertical ห่างจากกราฟด้านล่างอยู่ 0.3 pt
    size = 3, # ขนาด 3 pt
    fontface = "bold", # ตัวหนา
    na.rm = TRUE) + # ถ้าหากภายในคอลัมน์ label_text มีค่า NA ให้ข้ามไปเลยไม่ต้องสนเพราะ เราจะเอาแค่ label ที่เป็นตัวแทนตัวเดียวเท่านั้นที่มาอธิบายแท่งกราฟ
  
  scale_fill_manual( # เติมค่าภายในกราฟแบบ manual
    values = c("Not Survived" = "#f5e4cb", "Survived" = "darkorange"), # ค่าที่เป็น Not_Survived เราจะแทนด้วยสีส้มออกขาวๆ แต่ค่าที่แทนด้วย Survived แทนด้วยสี darkorange
    name = "Survival Status") + # กำหนดชื่อ legend คือ Survived Status
  facet_wrap(
    ~ Priority_passengers, # สร้างกราฟย่อยๆ แบ่งตาม Priority_passengers
    nrow = 2, ncol = 2, #  ให้มีกราฟย่อยไม่เกิน 2*2 กราฟ  เรียงจากซ้าบไปขวา และบนลงล่าง
    scales = "fixed") + # กำหนดให้ค่าแกน y ของกราฟย่อยทุกๆกราฟ มี scale เท่ากันสุงสุดอยู่ที่ 100%
  custom_theme + # setting เป็นค่า ธีมเริ่มต้น
  theme(
    legend.position = c(0.75, 0.25),  # แต่เราจะปรับ ตำแหน่ง legend ให้อยู่ในตำแหน่งที่ไม่รบกวนขนาดของกราฟ
    legend.direction = "vertical", # โดยจัดเรียงข้อความภายใน legend เป็นแนวตั้ง
    legend.title = element_text(face = "bold"), # กำหนดชื่อของ legend เป็นตัวหนา
    legend.text = element_text(size = 10)) +  # มีขนาดข้อความ 10 pt
  labs(title = label_chart[1], caption = label_chart[2]) # และเพิ่ม Title, Caption ของกราฟตามที่เรากำหนดไว้ในบรรทัดแรก

6.4 🔥️ Tabulated of Survival Rates by Passenger Class (Pclass)

สร้าง ตารางดูสัดส่วนคนรอดชีวิต (Survived) แบ่งตามชั้นผู้โดยสาร (Pclass)

# สร้างคอลัมน์ Pclass เพื่อสำรวจดูว่าผู้โดยสารชั้นไหนรอดหรือไม่รอดอย่างไร
summary_Pclass_survived <- finalize_titanic_data |>
  mutate( # สร้างคอลัมน์ Pclass เป็นข้อความตามเงื่อนไขต่อไปนี้
    Pclass = case_when(Pclass == 1 ~ "Passenger_Class_1", # ถ้าผู้โดยสารอยู่ชั้น 1 ให้แปลงเป็น Passenger_Class_1
                       Pclass == 2 ~ "Passenger_Class_2", # ถ้าผู้โดยสารอยู่ชั้น 2 ให้แปลงเป็น Passenger_Class_2
                       TRUE ~ "Passenger_Class_3" # ถ้าผู้โดยสารอยู่ชั้นอื่นๆหรือชั้น 3 ให้แปลงเป็น Passenger_Class_3
  )) |>
  count(Survived,Pclass) |> # ให้นับจำนวนผู้โดยสารตามกลุ่ม Survived,Pclass ตามลำดับ
  pivot_wider( # ข้อมูลจะเป็น long format เราจะ pivot ข้อมูลโดยที่
    names_from = Survived, # นำคอลัมน์ Survived ไปไว้แนวคอลัมน์
    values_from = n,  # ค่าภายในตารางหรือเซลล์เรากำหนดเป็นค่าจากคอลัมน์ n
    values_fill = 0) |> # ค่าหากเป็นค่าว่าง กำหนดให้เป็นเลข 0
  mutate( # พอเรา pivot แล้วจะมีคอลัมน์ 0, 1 แทนการรอด ไม่รอด ของผู้โดยสาร
    Total = `0` + `1`, # เราจะสร้างคอลัมน์ Total แสดงผลรวมของจำนวนผู้โดยสารที่รอดชีวิตและไม่รอดชีวิต
    `%Total` = (Total / nrow(finalize_titanic_data)) |> percent(accuracy = 1) # และเราจะสร้างคอลัมน์ %Total เพื่อดูสัดส่วนผู้โดยสารแต่ละชั้นที่รอดชีวิตหรือไม่รอดชีวิตเทียบกับผู้ดดยสารทั้งหมด
    )

colnames(summary_Pclass_survived) <- c("Pclass", "Not_Survived", 
                                         "Survived", "Total", "%Total") # ปรับชื่อคอลัมน์ให้เป็นชื่อนี้ ตามลำดับ (หลีกเลี่ยงชื่อคอลัมน์เป็นตัวเลข)

sum_total_survived <- summary_Pclass_survived |> # ต่อมาเราจะมาหาผลรวมแนวตั้งกันบ้าง
  summarise(
    Not_Survived = sum(Not_Survived), # คอลัมน์ Not_Survived คำนวณผลรวมของ Nut_Survived
    Survived = sum(Survived),   # คอลัมน์ Survived คำนวณผลรวมของ Survived
    Total = sum(Total)) |>  # คอลัมน์ Total คำนวณผลรวมของ Total
  mutate(`%Total` = "") # คอลัมน์ %Total แนวแถวจะไม่มี ดังนั้นจะให้เป็นค่าว่าง

summary_Pclass_survived <- summary_Pclass_survived |> # นำตารางที่คำนวณไว้ก่อนหน้า 2 ตาราง
  bind_rows(sum_total_survived) |> # ต่อท้ายกันโดยให้เอาตารางที่คำนวณแนวคอลัมน์ขึ้นก่อน และค่อยต่อด้วยตารางผลรวมแนวนอน
  mutate(Pclass = coalesce(Pclass, "Total")) |> # Pclass จะเกิดค่า NA 1 ค่าซึ่งตำแหน่งนั้นควนจะเป็น Total
  mutate(across(everything(), as.character)) |> # ขั้นตอนนี้สำคัญ ! เราจะนำทุกๆคอลัมน์ในตารางที่เรามารวมกันกำหนดให้เป็น character ทั้งหมดเพราะเราจะรวมตารางต่อ
  bind_rows(summary_Pclass_survived[5, ] |> # นั่นคือตารางแถวที่ 5 (ตารางที่รวมก่อนหน้ามี 4 แถว) ซึ่งมันจะเป็น Chracter ทั้งหมด
      mutate(
        Pclass = ifelse(is.na(Pclass),"%Total", Pclass), # แถวที่ 5 คอลัมน์ Pclass เราจะใส่ข้อความ %Total เพราะเรากำลังจะหา %ทั้งหมดตามแนวคอลัมน์
        Not_Survived = ( # แถวที่ 5 คอลัมน์ Not_Survived
          sum(summary_Pclass_survived$Not_Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Not_Survived เทียบกับจำนวนทั้งหมด
          percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
        Survived = (  # แถวที่ 5 คอลัมน์ Survived
          sum(summary_Pclass_survived$Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Survived เทียบกับจำนวนทั้งหมด
          percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
        Total = ifelse(is.na(Total), "", Total), # แถวที่ 5 คอลัมน์ Total ต้องเป็นค่าว่างเพราะตามแนวแถวคำนวณ ผลรวมจำนวนผู้โดยสารทั้งหมดไว้แล้ว
        `%Total` = "100%" # คอลัมน์ %Total แถวที่ 5 จะใส่เป็น 100% เพราะทั้งแนวคอลัมน์และแนวแถว คิดเป็น 100% แล้ว
      )) |> styled_kable() # ธีมตาราง
## Data Dimensions:  5 rows x 5 columns
summary_Pclass_survived # แสดงผลลัพธ์
Pclass Not_Survived Survived Total %Total
Passenger_Class_1 124 199 323 25%
Passenger_Class_2 158 119 277 21%
Passenger_Class_3 525 184 709 54%
Total 807 502 1309
%Total 62% 38% 100%

6.5 🔥️ Horizontal Bar Chart of Survival Rates by Passenger Class (Pclass)

สร้าง Horizontal Bar Chart ดูสัดส่วนคนรอดชีวิต (Survived) แบ่งตามชั้นผู้โดยสาร (Pclass)

# สร้าง Bar Chart แสดงสัดส่วนผู้โดยสารที่รอดชีวิตแต่ละชั้นผู้โดยสาร
finalize_titanic_data |>
  mutate( # สร้างคอลัมน์ Pclass พร้อมกำหนด level data type เป็น factor และเปลี่ยนค่าในคอลัมน์ Survived ต่อไปนี้
    Pclass = case_when(Pclass == 1 ~ "PClass_1",  # ถ้าผู้โดยสารอยู่ชั้น 1 ให้แปลงเป็น Passenger_Class_1
                       Pclass == 2 ~ "PClass_2",   # ถ้าผู้โดยสารอยู่ชั้น 2 ให้แปลงเป็น Passenger_Class_2
                       TRUE ~ "PClass_3"  ), # ถ้าผู้โดยสารอยู่ชั้นอื่นๆหรือชั้น 3 ให้แปลงเป็น Passenger_Class_3
    Survived = ifelse(Survived == 1, "Survived", "Not_Survived"), # ถ้า Survived เป็นเลข 1 แสดงว่าผู้โดยสารรอดชีวิตกำหนดเป็น Survived ที่เหลือจะไม่รอดชีวิตเป็น Not_Survived
    Pclass = factor(Pclass, levels = c("PClass_3", "PClass_2",
                                            "PClass_1"))) |> # กำหนด level คอลัมน์ Pclass โดยแปลงเป็น factor type
  group_by(Pclass) |> # จัดกลุ่มตาม Pclass
  mutate(total_in_group = n()) |> # สร้างคอลัมน์คำนวณจำนวนผู้โดยสารแต่ละ Pclass
  group_by(Pclass, Survived) |> # จัดกลุ่มตาม Pclass, Survived ตามลำดับ
  summarise(
    n = n(), # สร้างคอลัมน์ n นับจำนวนผู้โดยสารตามคอลัมน์ Pclass, Survived ที่เราจัดกลุ่มเมื่อสักครู่นี้
    total_in_group = first(total_in_group)) |> # สร้างคอลัมน์ total_in_group ที่จะใส่ค่าภายในคือ ค่าแรกของคอลัมน์ total_in_group เดิม ที่เหลือปล่อยเป็น NA
  mutate(
    percent = round((n / total_in_group) * 100, 1), # สร้างคอลัมน์ percent โดยเอาจำนวนผู้โดยสารที่รอดหรือไม่รอดชีวิตหารด้วยจำนวนผู้โดยสารแต่ละชั้นโดยสารแปลงเป็น % ทศนิยม 1 ตำแหน่ง
    label_text = ifelse(Survived %in% c("Survived"), # สร้างคอลัมน์ label_text ตามเงื่อนไขที่คอลัมน์ Survived คือค่า Survived ให้ใส่ข้อความต่อไปนี้ ลงคอลัมน์ label_text คือ
    paste0(percent, "%, ", n, " ", Pclass), NA)) |> # เราจะแสดง ค่า percent จำนวนผู้โดยสารในกลุ่มนั้นๆ และข้อความบ่งบอกชั้นโดยสาร เช่น 61.6%, 199 Passenger_Class_1
  
  ggplot(aes(Pclass, percent, fill = Survived)) + # เริ่ม plot chart โดยแกน x = Pclass และ y = percent แยกสีตาม Survived
  geom_col() + # เลือกกราฟประเภท Bar Chart
  coord_flip() + # ปรับเป็น Horizontal Bar Chart
  geom_text( # เพิ่ม label บนกราฟ
    aes(label = label_text), # ใช้ label จากคอลัมน์ที่เราสร้างเมื่อสักครู่ชื่อ label_text
    hjust = -0.05, # ห่างจากกราฟทางซ้ายอยู่ 0.05 pt
    size = 3, # ขนาด 4 pt
    fontface = "bold", # ตัวหนา
    na.rm = TRUE) + # ถ้าเจอ NA ในคอลัมน์ label_text ให้ข้ามไปเลยไม่สนใจ
  
  scale_fill_manual( # กำหนดค่าต่างๆบนกราฟ เช่น สี, legend name
    values = c("Not_Survived" = "#f5e4cb", # กำหนดให้ค่า Not_Survived ที่เรากำหนดบน fill = Survived มีค่าเป็นสีขาวออกส้มหน่อยๆ
               "Survived" = "darkorange"), # และกำหนดให้ค่า Survived ที่เรากำหนดบน fill = Survived มีค่าเป็นสี darkorange
                name = "Survival Status") + # กำหนดชื่อหัวข้อ legend เป็น Survived Status
  custom_theme + # ปรับแต่งธีมเป็นค่าเริ่มต้น ตามที่เรากำหนดไว้ ใน Age Preparation Section
  theme(axis.title.y = element_blank(), # นำชื่อหัวข้อแกน y เอาออก
        axis.title.x = element_blank(), # นำชื่อหัวข้อแกน x เอาออก
        axis.text.y = element_blank(),  # เอาหมายเลขแกน y ออก
        axis.text.x = element_blank()) + # เอาหมายเลขแกน x ออก
  labs(
    title = "Survival Rates by Passenger Class on the Titanic", # หัวข้อชื่อกราฟ Bar chart
    caption = "Source: library(titanic)") # caption มุมล่างขวาของกราฟ

6.6 🔥️ Boxplot of Ticket Prices by Class and Survival on the Titanic

สร้าง Boxplot ดูการกระจายตัวของราคาตั๋ว (Fare) แบ่งตามชั้นผู้โดยสาร (Pclass)

# สร้าง Boxplot ดูการกระจายตัวของราคาตั๋ว แบ่งตามชั้นโดยสาร
boxplot_pclass <- finalize_titanic_data |>
    mutate( # สร้างคอลัมน์ Pclass พร้อมกำหนด level data type เป็น factor และเปลี่ยนค่าในคอลัมน์ Survived ต่อไปนี้
    Pclass = case_when(Pclass == 1 ~ "Passenger_Class_1",  # ถ้าผู้โดยสารอยู่ชั้น 1 ให้แปลงเป็น Passenger_Class_1
                       Pclass == 2 ~ "Passenger_Class_2",   # ถ้าผู้โดยสารอยู่ชั้น 2 ให้แปลงเป็น Passenger_Class_2
                       TRUE ~ "Passenger_Class_3"  ), # ถ้าผู้โดยสารอยู่ชั้นอื่นๆหรือชั้น 3 ให้แปลงเป็น Passenger_Class_3
    Survived = ifelse(Survived == 1, "Survived", "Not_Survived")) |> # ถ้า Survived เป็นเลข 1 แสดงว่าผู้โดยสารรอดชีวิตกำหนดเป็น Survived ที่เหลือจะไม่รอดชีวิตเป็น Not_Survived

  ggplot(aes(x = Fare, fill = Survived)) +  # เริ่ม plot chart โดยแกน x = Fare แยกสีตาม Survived
  geom_boxplot() + # เลือกประเภทกราฟเป็น boxplot
  
  scale_fill_manual( # กำหนดค่าต่างๆบนกราฟ เช่น สี, legend name
    values = c("Not_Survived" = "#f5e4cb", # กำหนดให้ค่า Not_Survived ที่เรากำหนดบน fill = Survived มีค่าเป็นสีขาวออกส้มหน่อยๆ
               "Survived" = "darkorange"), # และกำหนดให้ค่า Survived ที่เรากำหนดบน fill = Survived มีค่าเป็นสี darkorange
                name = "Survival Status") + # กำหนดชื่อหัวข้อ legend เป็น Survived Status
  
  custom_theme + # ปรับแต่งธีมเป็นค่าเริ่มต้น ตามที่เรากำหนดไว้ ใน Age Preparation Section
  theme(axis.title.y = element_blank(), axis.ticks.y = element_blank(), 
        panel.grid.major.x = element_blank(), panel.grid.minor.x = element_blank(),
        panel.grid.major.y = element_blank(), panel.grid.minor.y = element_blank(),
        legend.title = element_text(face = "bold"), legend.text = element_text(size = 10),
        legend.position = "right", legend.direction = "vertical", axis.text.y = element_blank()
  ) + 
  facet_wrap2(~ Pclass, ncol = 1, nrow = 3, scales = "free_x", strip = strip_themed(
    background_x = list(
      element_rect(fill = "#FFD700"),  # สี Facet 1
      element_rect(fill = "#90EE90"),  # สี Facet 2
      element_rect(fill = "#ADD8E6")   # สี Facet 3
    ),
    text_x = list(
      element_text(face = "bold", color = "black"),
      element_text(face = "bold", color = "black"),
      element_text(face = "bold", color = "black")
    )
  )) +
  labs(title = "Boxplot of Ticket Prices by Class and Survival on the Titanic",
    caption = "Source: library(titanic)", y = "Fare (Ticket Price : £)")

data_box_plot <- ggplot_build(boxplot_pclass)$data[[1]] |> # ดึงข้อความจากกราฟที่ plot ด้วย ggplot_build()
  arrange(PANEL, desc(group)) |> # จัดเรียงจากน้อยไปมากคอลัมน์ Panel ก่อน และค่อยจัดเรียงจากน้อยไปมากในคอลัมน์ group
  select(xmin_final, xmin, xlower, xmiddle, xupper, xmax, xmax_final) |> # เลือกคอลัมน์ที่ต้องการ
  rename( # เปลี่ยนชื่อคอลัมน์เหล่านั้นให้คุ้นเคยกับสถิติ
    Min = xmin_final, # ค่าต่ำสุด
    LoWhisker = xmin, # จุดต่ำสุดของแขน Boxplot
    Q1 = xlower, # Quartile 1
    Q2 = xmiddle,# Quartile 2
    Q3 = xupper, # Quartile 3
    UpWhisker = xmax, #  จุดสูงสุดของแขน Boxplot
    Max = xmax_final # ค่าสูงสุด
  )

data_box_plot <- round(data_box_plot, 1) |> # เลือกคอลัมน์ที่ต้องการ
  styled_kable(highlight_rows = list( # ฟังก์ชันจัดรูปแบบตาราง รับ input เปลี่ยนสีตามต่อไปนี้
  "#FFD700" = c(1, 2), # แถวที่ 1, 2 เปลี่ยนเป็นสีเหลือง
  "#90EE90" = c(3, 4), # แถวที่ 3, 4 เปลี่ยนเป็นสีเขียว
  "#ADD8E6" = c(5, 6)  # แถวที่ 5, 6 เปลี่ยนเป็นสีฟ้า
))
## Data Dimensions:  6 rows x 7 columns
boxplot_pclass # แสดงผลลัพธ์ของกราฟ

data_box_plot # แสดงข้อมูลของกราฟ
Min LoWhisker Q1 Q2 Q3 UpWhisker Max
0.0 0.0 49.5 76.7 120.0 221.8 512.3
0.0 0.0 27.7 50.0 79.3 153.5 263.0
10.5 10.5 13.0 23.0 27.7 41.6 65.0
0.0 0.0 12.3 13.0 26.0 41.6 73.5
0.0 0.0 7.8 8.1 15.6 24.1 56.5
0.0 0.0 7.8 8.1 14.5 24.1 69.6

จากตารางสรุปเบื้องต้นเมื่อสักครู่ผมได้สร้างตารางใหม่ที่เพิ่มคอลัมน์

  • สร้างคอลัมน์ Tag เช่่น P-1 & S-1
  • จำนวนผู้โดยสาร (N)
  • จำนวนตั๋วที่มีราคา outlier (N_Out)
  • The interquartile range (IQR) is a measure of statistical dispersion
  • ส่วนเบี่ยงเบนมาตรฐาน (SD)
# สร้างตารางดูค่าสถิติต่างๆ ของแต่ละชั้นผู้โดยสารกับการรอดชีวิตของผู้โดยสาร

# สร้างเวกเตอร์จับคู่ระหว่าง Pclass และ Survived
pclass_vec <- finalize_titanic_data$Pclass |> 
  unique() |> # เลือกค่าซ้ำมาอย่างละ 1 ค่าจากคอลัมน์ Pclass
  sort() # เรียงลำดับจากน้อยไปมาก

survived_vec <- finalize_titanic_data$Survived |> 
  unique() |> # เลือกค่าซ้ำมาอย่างละ 1 ค่าจากคอลัมน์ Survived
  sort(decreasing = TRUE) # เรียงลำดับจากมากไปน้อย

boxplot_value <- list() # empty รอเก็บค่าสถิติแต่ละตัว

# สร้าง for loop เพื่อสร้างเวกเตอร์จับคู่ระหว่าง Pclass และ Survived เช่น (โดยสารชั้น 1 และรอดชีวิตแทนด้วย 1, 1)
for (i in pclass_vec) { # สำหรับชั้นโดยสารแต่ละชั้น
  for (j in survived_vec) { # และสำหรับการรอดชีวิตของผู้โดยสาร
    set_fare <- finalize_titanic_data |> # เก็บตัวแปรตามกรองข้อมูลต่อไปนี้
      filter(Pclass == i & Survived == j) |> # กรองเฉพาะผู้โดยสารแต่ละชั้น i และผู้ที่รอดหรือไม่รอดด้วย j
      select(Fare) |> # เลือกมาเฉพาะคอลัมน์ตั๋วโดยสาร
      pull(Fare) # ดึงค่าเป็นเวกเตอร์ออกมาจาก Fare ที่เป็น Dataframe เตรียมเอาเวกเตอร์นี้ไปใช้งานในขั้นตอนต่อไป
    
    # อัพเดทค่า empty list ตามการจับคู่ของ i, j โดยที่.. 
    boxplot_value[[length(boxplot_value) + 1]] <- round( # สมมติอัพเดทค่าตัวแรก length(boxplot_value) = 0 บวก 1 แสดงว่าเรากำลังเพิ่มค่าแรกลงไปใน list โดยมีค่าต่อไปนี้
      c(
        summary(set_fare), # สรุปสถิติเบื้องต้นจากเวกเตอร์ที่เราหามาก่อนหน้า set_fare
        "LoBound" = boxplot.stats(set_fare)$stats[1], # ดึงค่าจุดต่ำสุดของแขน Boxplot เก็บไว้
        "UpBound" = boxplot.stats(set_fare)$stats[5], # ดึงค่าสูงสุดของแขน Boxplot เก็บไว้
        "N" = boxplot.stats(set_fare)$n, # จำนวนตั๋วของแต่ละกลุ่ม
        "N_Out" = boxplot.stats(set_fare)$out |> length(), # จำนวนตั๋วที่เป็น outlier
        "SD" = sd(set_fare), # ส่วนเบี่ยงเบนมาตรฐาน
        "IQR" = boxplot.stats(set_fare)$stats[3] - boxplot.stats(set_fare)$stats[1] # IQR 
      ), 1 # กำหนดให้ทุกค่าที่เป็นทศนิยมมีแค่ 1 ตำแหน่ง
    )
    names(boxplot_value)[length(boxplot_value)] <- paste0("P-", i, " & ", "S-", j) # กำหนดชื่อของแต่ละสมาชิกภายใน list เช่น P-1 & S-1
  }
}

table_dist_fare_passenger <- data.frame(boxplot_value) |> t() # แปลงจาก list เป็น dataframe แล้ว transpose

# แปลงชื่อคอลัมน์ตามลำดับ
colnames(table_dist_fare_passenger) <- c(
  "Min","Q1", "Median", "Mean",
  "Q3", "Max", "LoBound",
  "UpBound", "N", "N_Out",
  "SD", "IQR") 

# class(table_dist_fare_passenger) จากบรรทัดนี้ใช้คำสั่งนี้หลังจากรันคำสั่ง R ใน Chunk ทั้งหมดมันจะได้ class เป็น "matrix" "array" 

# ดังนั้นเราจะแปลงให้เป็น dataframe แบบใหม่ที่เป็น tibble
table_dist_fare_passenger <- as_data_frame(table_dist_fare_passenger)

# แล้วสร้างคอลัมน์ใหม่เพื่อระบุว่า เป็นราคาตั๋วชั้นโดยสารไหร รอดชีวิตหรือไม่ เช่น (P-1 & S-1 ชั้นโดยสาร 1 และรอดชีวิต)
table_dist_fare_passenger$Class_Surv <- c("P-1 & S-1", "P-1 & S-0", "P-2 & S-1", 
                                          "P-2 & S-0", "P-3 & S-1", "P-3 & S-0")

# กำหนดสี Highlight บนตารางให้ตรงกับกราฟ
table_dist_fare_passenger |> 
  select(Class_Surv, N, Min, LoBound, Q1, 
         Median, Mean, Q3, UpBound, Max,
         N_Out, IQR, SD) |>  # เลือกคอลัมน์ที่สนใจ
  styled_kable(highlight_rows = list( # ฟังก์ชันจัดรูปแบบตาราง รับ input เปลี่ยนสีตามต่อไปนี้
  "#FFD700" = c(1, 2), # แถวที่ 1, 2 เปลี่ยนเป็นสีเหลือง
  "#90EE90" = c(3, 4), # แถวที่ 3, 4 เปลี่ยนเป็นสีเขียว
  "#ADD8E6" = c(5, 6)  # แถวที่ 5, 6 เปลี่ยนเป็นสีฟ้า
))
## Data Dimensions:  6 rows x 13 columns
Class_Surv N Min LoBound Q1 Median Mean Q3 UpBound Max N_Out IQR SD
P-1 & S-1 199 0.0 0.0 49.5 76.7 98.3 120.0 221.8 512.3 19 76.7 87.6
P-1 & S-0 124 0.0 0.0 27.7 50.0 70.3 79.3 153.5 263.0 13 50.0 64.0
P-2 & S-1 119 10.5 10.5 13.0 23.0 23.0 27.7 41.6 65.0 3 12.5 11.3
P-2 & S-0 158 0.0 0.0 12.3 13.0 19.8 26.0 41.6 73.5 9 13.0 15.0
P-3 & S-1 184 0.0 0.0 7.8 8.1 12.9 15.6 24.1 56.5 9 8.1 9.7
P-3 & S-0 525 0.0 0.0 7.8 8.1 13.4 14.5 24.1 69.6 61 8.1 12.1

6.7 🔥️ Explore impact of FamilySize (from Parch & SibSp) on survival using histogram

สร้าง Family_Size จาก Parch, Sibsp สำรวจดูว่ามีโอกาสรอดมากน้อยแค่ไหนด้วย Histogram

# สร้าง Histogram ดูการกระจายตัวของจำนวน family size ว่ามีจำนวนเท่าไรและมีโอกาสรอดมากน้อยเท่าไร
titanic_data_with_family_info <- finalize_titanic_data |>
  mutate(
  Family_Size = Parch + SibSp + 1, # สร้างคอลัมน์ family size โดยเอาผู้ปกครองและญาติ และตัวเราเอง รวมกันจะได้ Family_Size
  # แปลง Survived และ Pclass เป็น Factor/Character เพื่อให้กราฟสวยงามและเหมาะสม (กำหนด level การแสดงผล)
  Survived = factor(Survived, levels = c(0, 1), labels = c("Not Survived", "Survived"))
)

# คำนวณค่า mean และ median ของคอลัมน์ Family_Size เพื่อเตรียมนำไปเป็น เส้นแบ่งและ label บน Histogram
mean_family_size <- mean(titanic_data_with_family_info$Family_Size) # mean ของคอลัมน์ Family_Size
median_family_size <- median(titanic_data_with_family_info$Family_Size) # median ของคอลัมน์ Family_Size

# เริ่ม plot histogram
hist_family_size <- titanic_data_with_family_info |>
ggplot(aes(x = Family_Size, fill = Survived)) + # กำหนดให้แกน x เป็นคอลัมน์ Family_Size เติมสีตาม Survived
    geom_histogram(binwidth = 1, position = "fill") + # ให้แต่ละแท่งกว้าง 1 point และปรับเป็นเปอร์เซนต์ position = "fill"
    geom_vline(
      aes(xintercept = mean_family_size),  # เพิ่มกราฟเส้นแนวตั้ง โดยตัดแกน x ใช้ค่าที่กำหนดมาก่อนหน้าคิือค่า mean
      linetype = "solid",  # ลักษณะเส้นเป็นเส้นตรงต่อเนื่อง
      color = "red", # สีแดง
      size = 1,  # ขนาด 1 pt
      alpha = 0.5) + # สีความเข้ม
    geom_vline(
      aes(xintercept = median_family_size),   # เพิ่มกราฟเส้นแนวตั้ง โดยตัดแกน x ใช้ค่าที่กำหนดมาก่อนหน้าคิือค่า median
      linetype = "solid",   # ลักษณะเส้นเป็นเส้นตรงต่อเนื่อง
      color = "blue", # สีน้ำเงิน
      size = 1,  # ขนาด 1 pt
      alpha = 0.5) + # สีความเข้ม
  
  # เพิ่มข้อความบนกราฟ เช่น 1.9, mean ตรงเส้นที่ตัดแกน x ค่า mean
    geom_label( # เรียกฟังก์ชัน geom_label() เพื่อสร้างกล่องข้อความ (label) แสดงบนกราฟ
      x = mean_family_size, # กำหนดตำแหน่งแนวนอน (x) ของ label ให้ตรงกับค่า เฉลี่ยของ Family_Size ที่คำนวณไว้ล่วงหน้าในตัวแปร mean_family_size
      y = min( # เรากำหนดตำแหน่งแนวตั้ง (y) โดยใช้ค่าต่ำสุดของจำนวนคนในแต่ละ bin (bar) ของ histogram
        ggplot_build( # ใช้ ggplot_build() เพื่อเข้าถึง ข้อมูลภายในกราฟ ที่สร้างด้วย ggplot() ซึ่งจะให้ข้อมูลในรูปแบบที่ machine-readable
          ggplot(
            titanic_data_with_family_info, # สร้างกราฟจากตาราง titanic_data_with_family_info ซึ่งเป็นข้อมูล Titanic ที่เพิ่มคอลัมน์ Family_Size
            aes(x = Family_Size) # โดยกำหนดแกน x คือ Family_Size
            ) +
          geom_histogram(binwidth = 1) # ประเภทที่ plot histogram แต่ละแท่งกว้าง 1
          )$data[[1]]$count  # ดึงค่า count (จำนวนผู้โดยสารแต่ละกลุ่ม Family_Size) จาก layer แรกของกราฟที่สร้าง เพื่อหา ค่าน้อยที่สุด มาตั้งเป็นตำแหน่ง y
        ),
      label = paste0(round(mean_family_size, 1), ", Mean"), # รูปแบบ "1.9, mean"
      color = "red", # สีของข้อความให้ตรงกับเส้น
      vjust = -10.5, # ยิ่งติดลบมาก label จะห่างจากแกน x มาก
      hjust = 0, # ยิ่งติดลบมากกราฟจะออกไปทางขวา (ห่างจากเส้นแรวตั้งมาก)
      size = 4, # ขนาดเส้น 4 pt
      angle = 0, # หมุนข้อความ 0 องศา
      fill = "white" # พื้นหลังข้อความสีขาว
    ) +
    geom_label(
      x = median_family_size, # กำหนดตำแหน่งแนวนอน (x) ของ label ให้ตรงกับค่า เฉลี่ยของ Family_Size ที่คำนวณไว้ล่วงหน้าในตัวแปร mean_family_size
      y = min( # เรากำหนดตำแหน่งแนวตั้ง (y) โดยใช้ค่าต่ำสุดของจำนวนคนในแต่ละ bin (bar) ของ histogram
        ggplot_build( # ใช้ ggplot_build() เพื่อเข้าถึง ข้อมูลภายในกราฟ ที่สร้างด้วย ggplot() ซึ่งจะให้ข้อมูลในรูปแบบที่ machine-readable
          ggplot(
            titanic_data_with_family_info, # สร้างกราฟจากตาราง titanic_data_with_family_info ซึ่งเป็นข้อมูล Titanic ที่เพิ่มคอลัมน์ Family_Size
            aes(x = Family_Size) # โดยกำหนดแกน x คือ Family_Size
            ) +
          geom_histogram(binwidth = 1) # ประเภทที่ plot histogram แต่ละแท่งกว้าง 1
          )$data[[1]]$count  # ดึงค่า count (จำนวนผู้โดยสารแต่ละกลุ่ม Family_Size) จาก layer แรกของกราฟที่สร้าง เพื่อหา ค่าน้อยที่สุด มาตั้งเป็นตำแหน่ง y
        ),
      label = paste0(round(median_family_size, 1), ", Median"), # รูปแบบ "1, median"
      color = "blue", # สีของข้อความให้ตรงกับเส้น
      vjust = -8.2, # ยิ่งติดลบมาก label จะห่างจากแกน x มาก
      hjust = 0, # ยิ่งติดลบมากกราฟจะออกไปทางขวา (ห่างจากเส้นแรวตั้งมาก)
      size = 4, # ขนาดเส้น 4 pt
      angle = 0, # หมุนข้อความ 0 องศา
      fill = "white" # พื้นหลังข้อความสีขาว
    ) +
    guides(color = "none") + # ซ่อน Legend ของ Mean/Median
    scale_fill_manual(
      values = c("Not Survived" = "#f5e4cb", # กำหนดการ Highlight สีไม่รอดสีอ่อน
                 "Survived" = "darkorange"), # รอดสีเข้ม
                  name = "Survival Status") + # ชื่อหัวข้อ legend
    labs(
      title = "Distribution of Family Size on the Titanic", # ชื่อหัวข้อหลักกราฟ
      x = "Family Size (Number of people in family)", #  ชื่อกราฟแนวนอน
      y = "% Count of Passengers", # ชื่อกราฟแนวตั้ง
      caption = "Source: library(titanic)" # บอกที่มาข้อมูล
    ) +
    scale_x_continuous(breaks = unique(titanic_data_with_family_info$Family_Size)) + # กำหนดให้ปรากฎเลขบนแกนเฉพาะที่มีในคอลัมน์ Family_Size เท่านั้น
    custom_theme + # ใช้ธีมเริ่มต้น
    theme(
        panel.grid.major.x = element_blank(),  # เอาเส้นกริดแนวนอนอันใหญ่ออก
        panel.grid.minor.x = element_blank(),  # เอาเส้นกริดแนวนอนอันรองออก
        panel.grid.major.y = element_blank(),  # เอาเส้นกริดแนวตั้งอันใหญ่ออก
        panel.grid.minor.y = element_blank()  # เอาเส้นกริดแนวตั้งอันรองออกห
    )

hist_family_size

ggplot_build(hist_family_size)$data[[1]] |> 
  styled_kable()
## Data Dimensions:  22 rows x 18 columns
fill y count x xmin xmax density ncount ndensity flipped_aes PANEL group ymin ymax colour linewidth linetype alpha
#f5e4cb 1.0000000 550 1 0.5 1.5 0.6815366 1.0000000 1.0000000 FALSE 1 1 0.3037975 1.0000000 NA 0.5 1 NA
#f5e4cb 1.0000000 107 2 1.5 2.5 0.1325898 0.1945455 0.1945455 FALSE 1 1 0.5446809 1.0000000 NA 0.5 1 NA
#f5e4cb 1.0000000 69 3 2.5 3.5 0.0855019 0.1254545 0.1254545 FALSE 1 1 0.5660377 1.0000000 NA 0.5 1 NA
#f5e4cb 1.0000000 14 4 3.5 4.5 0.0173482 0.0254545 0.0254545 FALSE 1 1 0.6744186 1.0000000 NA 0.5 1 NA
#f5e4cb 1.0000000 16 5 4.5 5.5 0.0198265 0.0290909 0.0290909 FALSE 1 1 0.2727273 1.0000000 NA 0.5 1 NA
#f5e4cb 1.0000000 20 6 5.5 6.5 0.0247831 0.0363636 0.0363636 FALSE 1 1 0.2000000 1.0000000 NA 0.5 1 NA
#f5e4cb 1.0000000 12 7 6.5 7.5 0.0148699 0.0218182 0.0218182 FALSE 1 1 0.2500000 1.0000000 NA 0.5 1 NA
#f5e4cb 1.0000000 8 8 7.5 8.5 0.0099133 0.0145455 0.0145455 FALSE 1 1 0.0000000 1.0000000 NA 0.5 1 NA
#f5e4cb NA 0 9 8.5 9.5 0.0000000 0.0000000 0.0000000 FALSE 1 1 NA NA NA 0.5 1 NA
#f5e4cb NA 0 10 9.5 10.5 0.0000000 0.0000000 0.0000000 FALSE 1 1 NA NA NA 0.5 1 NA
#f5e4cb 1.0000000 11 11 10.5 11.5 0.0136307 0.0200000 0.0200000 FALSE 1 1 0.0000000 1.0000000 NA 0.5 1 NA
darkorange 0.3037975 240 1 0.5 1.5 0.4780876 1.0000000 1.0000000 FALSE 1 2 0.0000000 0.3037975 NA 0.5 1 NA
darkorange 0.5446809 128 2 1.5 2.5 0.2549801 0.5333333 0.5333333 FALSE 1 2 0.0000000 0.5446809 NA 0.5 1 NA
darkorange 0.5660377 90 3 2.5 3.5 0.1792829 0.3750000 0.3750000 FALSE 1 2 0.0000000 0.5660377 NA 0.5 1 NA
darkorange 0.6744186 29 4 3.5 4.5 0.0577689 0.1208333 0.1208333 FALSE 1 2 0.0000000 0.6744186 NA 0.5 1 NA
darkorange 0.2727273 6 5 4.5 5.5 0.0119522 0.0250000 0.0250000 FALSE 1 2 0.0000000 0.2727273 NA 0.5 1 NA
darkorange 0.2000000 5 6 5.5 6.5 0.0099602 0.0208333 0.0208333 FALSE 1 2 0.0000000 0.2000000 NA 0.5 1 NA
darkorange 0.2500000 4 7 6.5 7.5 0.0079681 0.0166667 0.0166667 FALSE 1 2 0.0000000 0.2500000 NA 0.5 1 NA
darkorange 0.0000000 0 8 7.5 8.5 0.0000000 0.0000000 0.0000000 FALSE 1 2 0.0000000 0.0000000 NA 0.5 1 NA
darkorange NA 0 9 8.5 9.5 0.0000000 0.0000000 0.0000000 FALSE 1 2 NA NA NA 0.5 1 NA
darkorange NA 0 10 9.5 10.5 0.0000000 0.0000000 0.0000000 FALSE 1 2 NA NA NA 0.5 1 NA
darkorange 0.0000000 0 11 10.5 11.5 0.0000000 0.0000000 0.0000000 FALSE 1 2 0.0000000 0.0000000 NA 0.5 1 NA

6.8 🔥️ Explore impact of Travel Style (from Parch & SibSp) on survival using Table.

สร้างตารางสำรวจรูปการเดินทางมีผลต่อการรอดชีวิตของผู้โดยสารบนเรือหรือไม่

titanic_data_with_travel_style <- finalize_titanic_data |>
  mutate(
    Family_Size = Parch + SibSp + 1, # สร้้้้างคอลัมน์ Family_Size ดูขนาดครอบครัว
    Travel_Style = case_when( # สร้างคอลัมน์ รูปแบบการเดินทาง (Family_Size) ตามเงื่อนไขต่อไปนี้
      Family_Size == 1 ~ "Alone", # ถ้า Family_Size = 1 แสดงว่าเดินทางคนเดียว
      Parch > 0 & SibSp == 0 ~ "With Parents/Children Only", # ถ้า Parch เป็นบวก และ SibSp = 0 แสดงเดินทางกับ With Parents/Children Only
      Parch == 0 & SibSp > 0 ~ "With Siblings/Spouse Only", # ถ้า Sibsp เป็นบวก และ Parch = 0 แสดงเดินทางกับ With Siblings/Spouse Only
      Parch > 0 & SibSp > 0 ~ "With Mixed Family", # ถ้ว Parch และ SibSp เป็นบวก แสดงว่า เดินทางกันเป็นครอบครัว With Mixed Family
      TRUE ~ "Unknown" # กรณีที่ไม่ตรงกับเงื่อนไขใดๆให้แสดง Unknown
    ),
    # แปลง Survived เป็น Factor/Character เพื่อแสดงผลให้สวยงาม
    Survived = factor(Survived, levels = c(0, 1), labels = c("Not_Survived", "Survived"))
  ) |>
  count(Survived,Travel_Style) |> # นับจำนวนผู้โดยสารตาม Survived,Travel_Style ตามลำดับ
  pivot_wider( # pivot ข้อมูลเนื่องจากเป็น long format อยู่
    names_from = Survived, # นำคอลัมน์ Survived ไปเป็นแนวคอลัมน์
    values_from = n, # ค่าภายในใช้คอลัมน์ n
    values_fill = 0) |> # ค่าตรงไหนว่างให้เติม 0
  mutate(
    Total = Not_Survived + Survived, # สร้างคอลัมน์ผลรวมของผู้รอดชีวิตกับไม่รอดชีวิต
    `%Total` = (Total / nrow(finalize_titanic_data)) |> percent(accuracy = 1) # ดูจำนวนรูปแบบการเดินทางของผู้โดยสารแปลงเป็นเปอร์เซ็นต์เทียบกับจำนวนผู้โดยสารทั้งหมด
    )

sum_total_survived <- titanic_data_with_travel_style |> # ต่อมาเราจะมาหาผลรวมแนวตั้งกันบ้าง
  summarise(
    Not_Survived = sum(Not_Survived), # คอลัมน์ Not_Survived คำนวณผลรวมของ Nut_Survived
    Survived = sum(Survived),   # คอลัมน์ Survived คำนวณผลรวมของ Survived
    Total = sum(Total)) |>  # คอลัมน์ Total คำนวณผลรวมของ Total
  mutate(`%Total` = "") # คอลัมน์ %Total แนวแถวจะไม่มี ดังนั้นจะให้เป็นค่าว่าง

titanic_data_with_travel_style <- titanic_data_with_travel_style |> # นำตารางที่คำนวณไว้ก่อนหน้า 2 ตาราง
  bind_rows(sum_total_survived) |> # ต่อท้ายกันโดยให้เอาตารางที่คำนวณแนวคอลัมน์ขึ้นก่อน และค่อยต่อด้วยตารางผลรวมแนวนอน
  mutate(Travel_Style = coalesce(Travel_Style, "Total")) |> # Travel_Style จะเกิดค่า NA 1 ค่าซึ่งตำแหน่งนั้นควนจะเป็น Total
  mutate(across(everything(), as.character)) |> # ขั้นตอนนี้สำคัญ ! เราจะนำทุกๆคอลัมน์ในตารางที่เรามารวมกันกำหนดให้เป็น character ทั้งหมดเพราะเราจะรวมตารางต่อ
  bind_rows(titanic_data_with_travel_style[6, ] |> # นั่นคือตารางแถวที่ 6 (ตารางที่รวมก่อนหน้ามี 5 แถว) ซึ่งมันจะเป็น Chracter ทั้งหมด
  mutate(
    Travel_Style = ifelse(is.na(Travel_Style),"%Total", Travel_Style), # แถวที่ 6 คอลัมน์ Travel_Style เราจะใส่ข้อความ %Total เพราะเรากำลังจะหา %ทั้งหมดตามแนวคอลัมน์ 
    Not_Survived = ( # แถวที่ 6 คอลัมน์ Not_Survived
        sum(titanic_data_with_travel_style$Not_Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Not_Survived เทียบกับจำนวนทั้งหมด
        percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
      Survived = (  # แถวที่ 5 คอลัมน์ Survived
        sum(titanic_data_with_travel_style$Survived) / nrow(finalize_titanic_data)) |> # หาสัดส่วนเปอร์เซนต์ตามแนวคอลัมน์ Survived เทียบกับจำนวนทั้งหมด
        percent(accuracy = 1), # แปลงเป็นทศนิยม 1 ตำแหน่ง
      Total = ifelse(is.na(Total), "", Total), # แถวที่ 6 คอลัมน์ Total ต้องเป็นค่าว่างเพราะตามแนวแถวคำนวณ ผลรวมจำนวนผู้โดยสารทั้งหมดไว้แล้ว
      `%Total` = "100%" # คอลัมน์ %Total แถวที่ 6 จะใส่เป็น 100% เพราะทั้งแนวคอลัมน์และแนวแถว คิดเป็น 100% แล้ว
    )) |> styled_kable() # ธีมตาราง
## Data Dimensions:  6 rows x 5 columns
titanic_data_with_travel_style
Travel_Style Not_Survived Survived Total %Total
Alone 550 240 790 60%
With Mixed Family 113 93 206 16%
With Parents/Children Only 31 70 101 8%
With Siblings/Spouse Only 113 99 212 16%
Total 807 502 1309
%Total 62% 38% 100%

6.9 🔥️ Impact of Family Travel Companions on Titanic Passenger Survival

สร้าง Bar Chart แสดงรูปการเดินทางของผู้โดยสาร

data_travel_style <- finalize_titanic_data |>
  mutate(
    Family_Size = Parch + SibSp + 1, # สร้้้้างคอลัมน์ Family_Size ดูขนาดครอบครัว
    Travel_Style = case_when( # สร้างคอลัมน์ รูปแบบการเดินทาง (Family_Size) ตามเงื่อนไขต่อไปนี้
      Family_Size == 1 ~ "Alone", # ถ้า Family_Size = 1 แสดงว่าเดินทางคนเดียว
      Parch > 0 & SibSp == 0 ~ "With Parents/Children Only", # ถ้า Parch เป็นบวก และ SibSp = 0 แสดงเดินทางกับ With Parents/Children Only
      Parch == 0 & SibSp > 0 ~ "With Siblings/Spouse Only", # ถ้า Sibsp เป็นบวก และ Parch = 0 แสดงเดินทางกับ With Siblings/Spouse Only
      Parch > 0 & SibSp > 0 ~ "With Mixed Family", # ถ้ว Parch และ SibSp เป็นบวก แสดงว่า เดินทางกันเป็นครอบครัว With Mixed Family
      TRUE ~ "Unknown" # กรณีที่ไม่ตรงกับเงื่อนไขใดๆให้แสดง Unknown
    ),
    # แปลง Survived เป็น Factor/Character เพื่อแสดงผลให้สวยงาม
    Survived = factor(Survived, levels = c(0, 1), labels = c("Not_Survived", "Survived"))
  ) |>
  group_by(Travel_Style) |> # จัดกลุ่มตาม Travel_Style
  mutate(total_in_group = n()) |>  # สร้างคอลัมน์ total_in_group คำนวณจำนวนผู้โดยสารในแต่ละกลุ่ม Travel_Style
  group_by(Travel_Style, Survived) |> # จัดกลุ่มตาม Travel_Style, Survived ตามลำดับ
  summarise(
    n = n(), # สร้างคอลัมน์ n นับจำนวนผู้โดยสารตามกลุ่มที่จัดเมื่อสักครู่
    total_in_group = first(total_in_group), # สร้างคอลัมน์โดยเอาค่าตัวแรกของคอลัมน์ total_in_group ที่สร้างเมื่อสักครู่
    .groups = "drop" # เมื่อคำนวณเสร็จหมดแล้วเอา group ออกเพื่อเตรียมเอาตารางที่เสร็จแล้วไปคำนวณต่อ
  ) |>
  mutate(
    percent_n = round((n / total_in_group) * 100, 1), # สร้างคอลัมน์ใหม่ percent_n คือเอาคอลัมน์ n หารด้วย total_in_group แปลงเป็นเปอร์เซ็นต์ ทศนิยม 1 ตำแหน่ง
    label_text = ifelse( # กำหนด label ตามเงื่อนไขต่อไปนี้
      Survived %in% c("Survived"),  # ถ้าคอลัมน์ Survived มี Survived
      paste0(percent_n, "%\n", n, " ", Travel_Style), # ให้สร้าง label เช่น 46.7% 99 Siblings/Spouse Only
      NA # ถ้าไม่เข้าเงื่อนไขใดๆ ให้เติม NA
    )
  )

# เริ่มสร้าง Horizontal Bar Chart ดูสัดส่วนคนรอดชีวิตโดยแบ่งที่ละชั้นผู้โดยสาร
bar_chart_travel_style <- data_travel_style |>  
  ggplot( # เริ่มกำหนดช่วงข้อมูล
    aes(x = Travel_Style, # x = Travel_Style 
        y = percent_n,  # แกน y = percent_n
        fill = Survived)) + # แบ่งสีตามสถานะการรอดชีวิต
  geom_col() + # เลือกประเภท Chart เป็น Bar Chart
  scale_fill_manual( # กำหนดรูปแบบกราฟแบบ Manual
    values = c("Not_Survived" = "#f5e4cb", # เปลี่ยนสีเป็นสีอ่อน เมื่อคอลัมน์ Survived เป็น Not_Survived
               "Survived" = "darkorange"), # เปลี่ยนสีเป็นสีเข้ม เมื่อคอลัมน์ Survived เป็น Survived
                name = "Survival Status") +  # กำหนดชื่อ Legend เป็น Survived Status
  coord_flip() + # ทำเป็น Horizoltal Bar
  geom_text( # สร้าง label แบบไม่ต้องใส่กรอบ
    aes(label = label_text),  # กำหนด label โดยใช้ค่าจากคอลัมน์ label_text
    hjust = -0.06, # ห่างจากกราฟทางซ้าย 0.06 pt
    size = 4, # ขนาด label เป็น 5 pt
    fontface = "bold", # กำหนดให้เป็นตัวหนา
    na.rm = TRUE) + # โดยถ้าในตารางมีตัวไหน NA ให้ข้ามไปเลย
  custom_theme + # ตั้งค่าเป็นธีมเรื่มต้น
  theme(
    axis.text.x = element_blank(),  # เลขแกน x เอาออก 
    axis.text.y = element_blank(),  # เลขแกน y เอาออก 
    axis.title.y = element_blank() # ตัดชื่อแกน y ออก
  ) +
  labs(
    title = "Survival Rates by Travel Style on the Titanic", # หัวข้อชื่อกราฟ
    caption = "Source: library(titanic)", y = "% Count of Passenger") # caption มุมล่างขวาบอกที่มาข้อมูล

data_travel_style |> styled_kable() # แสดงตารางข้อมูลที่ใช้ plot graph, และจัดรูปแบบตาราง
## Data Dimensions:  8 rows x 6 columns
Travel_Style Survived n total_in_group percent_n label_text
Alone Not_Survived 550 790 69.6 NA
Alone Survived 240 790 30.4 30.4% 240 Alone
With Mixed Family Not_Survived 113 206 54.9 NA
With Mixed Family Survived 93 206 45.1 45.1% 93 With Mixed Family
With Parents/Children Only Not_Survived 31 101 30.7 NA
With Parents/Children Only Survived 70 101 69.3 69.3% 70 With Parents/Children Only
With Siblings/Spouse Only Not_Survived 113 212 53.3 NA
With Siblings/Spouse Only Survived 99 212 46.7 46.7% 99 With Siblings/Spouse Only 
bar_chart_travel_style # แสดง Bar Chart

6.10 🔥 Visualizing Relationships Among Variables Within the Titanic Dataset

แสดงค่าความสัมพันธ์ (Correlation) ระหว่างตัวแปรในชุดข้อมูล Titanic สีแดง = ความสัมพันธ์เชิงลบ, สีเขียว = ความสัมพันธ์เชิงบวก

# สร้างตาราง correlation martrix และทำเป็น heat map เพื่อบอกว่าตัวแปรคอลัมน์ไหนที่มีความสัมพันธ์กันมาก
correlation_matrix_titanic <- finalize_titanic_data |>
  mutate(
    Family_Size = Parch + SibSp + 1  # สร้้้้างคอลัมน์ Family_Size ดูขนาดครอบครัว
  ) |>
  select(where(is.numeric)) |> # เลือกคอลัมน์เฉพาะที่เป็นตัวเลข
  cor(use = "everything", method = "pearson") |> # ! สำคัญ เราจะสร้างตาราง correlation matrix เป็น pearson และ use = "pairwise.complete.obs" ใช้เมื่อค่าทุกค่าที่จะใช้เจอ NA
  round(2) # ปรับตารางแสดงผล correlation มีทศนิยม 2 ตำแหน่ง

# ตั้งค่า layout ล่วงหน้าให้กราฟขนาดเหมาะสม
# (เช่น ถ้าใช้ใน RMarkdown หรือ RStudio Viewer)
par(mar = c(1, 1, 4, 1)) # ปรับขอบ margin รอบกราฟ (b, l, t, r) ตัวเลขแทน บรรทัด

# สร้างกราฟ corrplot พร้อมส่วนเพิ่มเติม
corrplot(
  correlation_matrix_titanic,     # ตารางค่าความสัมพันธ์ระหว่างตัวแปร (correlation matrix)
  method = "color",               # ใช้สีเติมใน cell (แทนที่จะใช้วงกลมหรือตัวเลข)
  type = "lower",                 # แสดงเฉพาะครึ่งล่างของเมทริกซ์ (ครึ่งบนจะไม่แสดง)
  order = "hclust",               # เรียงลำดับตัวแปรใหม่ตาม hierarchical clustering
  tl.col = "black",               # สีของ label ชื่อตัวแปร (text label) เป็นสีดำ
  addCoef.col = "black",          # สีของตัวเลขค่าความสัมพันธ์ที่แสดงบนกราฟ เป็นสีดำ
  tl.srt = 45,                    # หมุน text label ของตัวแปรเป็น 45 องศา (อ่านง่ายขึ้น)
  tl.cex = 0.9,                   # ขนาดตัวอักษรของ label ตัวแปร (tl = text label)
  number.cex = 0.8,               # ขนาดของตัวเลข correlation ที่แสดงในกราฟ
  col = colorRampPalette(c("red", "white", "green"))(200),  # กำหนดสีแบบ gradient จาก red → white → green
  title = "Correlation Between Titanic Numeric Features",    # หัวข้อของกราฟ
  mar = c(0, 0, 2, 0)             # ปรับระยะขอบ (margin) ให้ด้านบนเว้นไว้ 2 บรรทัดเพื่อแสดง title
)

correlation_matrix_titanic |>  styled_kable() # แสดงผลลัพธ์ พร้อมธีมตาราง
## Data Dimensions:  8 rows x 8 columns
PassengerId Survived Pclass Age SibSp Parch Fare Family_Size
PassengerId 1.00 -0.01 -0.04 0.02 -0.06 0.01 0.03 -0.03
Survived -0.01 1.00 -0.31 -0.05 -0.03 0.08 0.24 0.02
Pclass -0.04 -0.31 1.00 -0.41 0.06 0.02 -0.56 0.05
Age 0.02 -0.05 -0.41 1.00 -0.24 -0.13 0.18 -0.23
SibSp -0.06 -0.03 0.06 -0.24 1.00 0.37 0.16 0.86
Parch 0.01 0.08 0.02 -0.13 0.37 1.00 0.22 0.79
Fare 0.03 0.24 -0.56 0.18 0.16 0.22 1.00 0.23
Family_Size -0.03 0.02 0.05 -0.23 0.86 0.79 0.23 1.00

7 ⭐⭐ Machine Learning Modeling

ในที่สุดเราก็จะมาเข้าสู่เนื้อหาหลักของโปรเจกต์นี้กันครับ หลักๆคือผมจะใช้ Machin Learning Model ตระกูล Classicfication มาทำนายคอลัมน์ Survived และเปรียบเทียบแต่ละ Model ว่าทำนายได้แม่นยำกว่ากัน โดยที่ Featured_selection, วิธีการ Resampling, metric ที่ใช้วัดผล จะเหมือนกันหมด ยกเว้นโมเดลที่ใช้เทรน เพราะเราจะมาเปรียบเทียบกันว่าโมเดลไหนทำนายคนรอดชีวิตได้แม่นกว่ากัน

โดยที่ผมจะใช้ 5 โมเดลต่อไปนี้ ในการทำนายและเปรียบเทียบ

  1. K-Nearest Neighbors
  2. Logitic Regression
  3. Ridge/Lasso Regression
  4. Decision Tree
  5. Random Forest

7.1 🔥 Transform Data

เรามี Data ที่พร้อมใช้งานแล้วจากหัวข้อ 🔥 Finalized Dataset แต่เราจะมา featured selection ใหม่ โดยการเพิ่มคอลัมน์และตัดคอลัมน์บางตัวทิ้ง เช่น

4 คอลัมน์ที่เอาออก

  1. PassengerId : หมายเลขผู้โดยสาร ไม่มีความหมายอย่างมีนัยยะที่บ่งบอกว่าผู้โดยสารอาจจะรอดจากเหตุการณ์ครั้งนี้
  2. Name : ชื่อผู้โดยสาร ชื่อผู้ unique มากเกินไป และชื่อคงไม่ส่งผลอะไรต่อการรอดชีวิตบนเรือ
  3. Ticket : หมายเลขตั๋ว มักเป็นเลขสุ่ม และไม่มีความสัมพันธ์ต่อการรอดชีวิตที่ชัดเจน
  4. Cabin : หมายเลขห้องโดยสาร แน่นอนว่าเราตัดไปแล้วเพราะว่ามีค่า Missing Value คิดเป็น ~70% ของจำนวนหมายเลขห้องโดยสารทั้งหมด

2 คอลัมน์ที่เพิ่ม

  1. Family_Size : ขนาดครอบครัวที่เดินทาง Parch + SibSp + 1 อาจบอกได้ว่าครอบครัวยิ่งใหญ่อาจมีโอกาสรอดได้สูงหรือไม่?
  2. Travel_Style : รูปแบบการเดินทาง เช่น เดินทางคนเดียว, เดินทางกับพ่อแม่ลูก, เดินทางกับญาติพี่น้อง, หรือเดินทางเป็นแบบครอบครัว อาจบอกได้ว่ามีโอกาสรอดมากน้อยแค่ไหน

รวมถึงผมจะเปลี่ยน 4 คอลัมน์ต่อไปนี้เป็น factor ก่อนเทรนโมเดล เพราะเราเห็นเป็นหมวดหมู่ชัดเจน ไม่เหมือนชื่อผู้โดยสารที่ไม่มีรูปแบบที่ชัดเจน

  1. Survived ประกอบด้วย 2 ค่า Not_Survived, Survived เลเวล 0,1 ตามลำดับ เลเวล 1 คือสิ่งที่โมเดลจะพยายามทำนาย
  2. Sex ประกอบด้วย 2 ค่า Male, Female เลเวล "male", "female" ตามลำดับ
  3. Embarked ประกอบด้วย 3 ค่า C, Q, S เลเวล "C", "Q", "S" ตามลำดับ
  4. Tarvel_Stlye ประกอบด้วย 4 ค่า Alone, With Parents/Children Only, With Siblings/Spouse Only, With Mixed Family เลเวลตามลำดับ

สรุป เราจะใช้ข้อมูลต่อไปนี้ในการทำนายและเปรียบเทียบโมเดล โดยคอลัมน์ต่อไปนี้

ชื่อคอลัมน์ คอลัมน์คืออะไร (อธิบายสั้นมาก) ประเภทข้อมูล
Survived รอดชีวิตหรือไม่ Factor (0 = Not_Survived, 1 = Survived)
Pclass ชั้นโดยสารของผู้โดยสาร Integer (1, 2, 3)
Sex เพศของผู้โดยสาร Factor (Male, Female)
Age อายุของผู้โดยสาร Numeric
SibSp จำนวนพี่น้อง/คู่สมรสร่วมเดินทาง Integer
Parch จำนวนพ่อแม่/ลูกร่วมเดินทาง Integer
Fare ราคาค่าโดยสาร Numeric
Embarked ท่าเรือที่ขึ้นเรือ Factor (C, Q, S)
Family_Size จำนวนสมาชิกครอบครัวทั้งหมด (รวมตัวเอง) Integer (SibSp + Parch + 1)
Travel_Style ลักษณะการเดินทางของผู้โดยสาร Factor (“Alone”, “With Parents/Children Only”, “With Siblings/Spouse Only”, “With Mixed Family”)

Output จากฟังก์ชัน system.time({}) จะมีคอลัมน์ต่อไปนี้

คอลัมน์ ความหมาย
user เวลา CPU ที่ใช้โดย user-level code (หน่วย: วินาที)
system เวลา CPU ที่ใช้โดย OS หรือ system calls (เช่น I/O)
elapsed เวลาแบบ นาฬิกาจับจริง (wall-clock time) หรือเวลารวมที่เรารู้สึกจริง

“Aggregating results” = รวมผลจาก cross-validation “Fitting final model...” = เทรนใหม่อีกรอบด้วยข้อมูลทั้งหมด ✅ elapsed = เวลาที่ใช้ทั้งหมดในการฝึกโมเดล (วัดจริง) สำคัญสุด

เริ่มทำตารางให้มีคอลัมน์เหมือนด้านบน

# สร้างตารางข้อมูล เพื่อนำไปเทรนโมเดล เพื่อทำนายและเปรียบเทียบโมเดล
data_model <- finalize_titanic_data |>
  mutate(
    Survived = factor(Survived, levels = c(0, 1), labels = c("Not_Survived", "Survived")), # เปลี่ยนเป็น factor คอลัมน์ Survived
    Sex = factor(Sex, levels = c("male", "female")), # เปลี่ยนเป็น factor คอลัมน์ Sex
    Embarked = factor(Embarked, levels = c("C", "Q", "S")), # เปลี่ยนเป็น factor คอลัมน์ Embarked
    Travel_Style = factor(Survived, levels = c("Alone", "With Parents/Children Only", "With Siblings/Spouse Only", "With Mixed Family")), # เปลี่ยนเป็น factor คอลัมน์ Travel_Style
    Family_Size = Parch + SibSp + 1, # สร้้้้างคอลัมน์ Family_Size ดูขนาดครอบครัว
    Travel_Style = case_when( # สร้างคอลัมน์ รูปแบบการเดินทาง (Family_Size) ตามเงื่อนไขต่อไปนี้
      Family_Size == 1 ~ "Alone", # ถ้า Family_Size = 1 แสดงว่าเดินทางคนเดียว
      Parch > 0 & SibSp == 0 ~ "With Parents/Children Only", # ถ้า Parch เป็นบวก และ SibSp = 0 แสดงเดินทางกับ With Parents/Children Only
      Parch == 0 & SibSp > 0 ~ "With Siblings/Spouse Only", # ถ้า Sibsp เป็นบวก และ Parch = 0 แสดงเดินทางกับ With Siblings/Spouse Only
      Parch > 0 & SibSp > 0 ~ "With Mixed Family", # ถ้ว Parch และ SibSp เป็นบวก แสดงว่า เดินทางกันเป็นครอบครัว With Mixed Family
      TRUE ~ "Unknown" # กรณีที่ไม่ตรงกับเงื่อนไขใดๆให้แสดง Unknown
    )
  ) |>
  # เลือกคอลัมน์ที่จะไปเทรนโมเดล
  select(Survived, Pclass, Sex, 
         Age, SibSp, Parch, Fare, 
         Embarked, Family_Size, Travel_Style 
         )

data_model |> glimpse()
## Rows: 1,309
## Columns: 10
## $ Survived     <fct> Not_Survived, Survived, Survived, Survived, Not_Survived,…
## $ Pclass       <dbl> 3, 1, 3, 1, 3, 3, 1, 3, 3, 2, 3, 1, 3, 3, 3, 2, 3, 2, 3, …
## $ Sex          <fct> male, female, female, female, male, male, male, male, fem…
## $ Age          <dbl> 22, 38, 26, 35, 35, 28, 54, 2, 27, 14, 4, 58, 20, 39, 14,…
## $ SibSp        <dbl> 1, 1, 0, 1, 0, 0, 0, 3, 0, 1, 1, 0, 0, 1, 0, 0, 4, 0, 1, …
## $ Parch        <dbl> 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 1, 0, 0, 5, 0, 0, 1, 0, 0, …
## $ Fare         <dbl> 7.2500, 71.2833, 7.9250, 53.1000, 8.0500, 8.4583, 51.8625…
## $ Embarked     <fct> S, C, S, S, S, Q, S, S, S, C, S, S, S, S, S, S, Q, S, S, …
## $ Family_Size  <dbl> 2, 2, 1, 2, 1, 1, 1, 5, 3, 2, 3, 1, 1, 7, 1, 1, 6, 1, 2, …
## $ Travel_Style <chr> "With Siblings/Spouse Only", "With Siblings/Spouse Only",…

7.2 🔥 Export File Data Model

# ส่งออกไฟล์ data_model ที่เราจะนำไปใช้ train model (สำรองไว้)
data_model |> 
  write_xlsx(path = "data_model.xlsx")

# อ่านไฟล์ที่ใช้เทรนโมเดล (เราไม่ควรอ่านไฟล์และเขียนทับอีกรอบ ไม่งั้นคอลัมน์ที่เป็น factor จะถูกเปลี่ยนเป็น character ทันทีทำให้ใช้ confusion matrix ตอน Compare โมเดลไม่ได้)
# data_model <- read_xlsx("data_model.xlsx")

7.3 🔥 Demo Model with Logitic Regression

เราจะมา demo โมเดล Logitic Regression และอ่านผลลัพธ์คร่าวๆกัน เพราะเราจะเอา model นี้ไปดูว่า features ไหนที่ส่งผลต่อการรอดชีวิตผู้โดยสารมากสุด

# จำลองการทำนายด้วย Logitic Regression เพื่อดูว่าตัวแปรไหนส่งผลต่อตัวแปรตามมากสุด
demo_train_ctrl <- trainControl( # กำหนด parameter ในการเทรนโมเดล
  method = "repeatedcv", # ใช้วิธี k-fold CV ซ้ำ
  number = 5, # จำนวน 5 รอบ
  repeats = 5,  # ซ้ำ 5 รอบ
  verboseIter = TRUE) # ดู progress ว่าถึงรอบไหนแล้ว เช่น Fold1.Rep1: parameter=none

# ครอบไว้ด้วย box_model
box_model({
  demo_model <- train( # เริ่มเทรนโมเดล machine learning
    Survived ~ ., # ทำนาย Survived โดยเอาทุกคอลัมน์
    data = data_model,  # จากข้อมูล data_model ที่เรา transform มาแล้วในหัวข้อ Transform Data
    method = "glm", # เลือกใช้โมเดล Logitic Regression
    metric = "Accuracy", # เลือก Evaluate โดยใช้ค่า Accuracy
    trControl = demo_train_ctrl, # บังคับใช้ parameter tune ที่เรากำหนดเมื่อสักครู่
  )
})
+ Fold1.Rep1: parameter=none 
- Fold1.Rep1: parameter=none 
+ Fold2.Rep1: parameter=none 
- Fold2.Rep1: parameter=none 
+ Fold3.Rep1: parameter=none 
- Fold3.Rep1: parameter=none 
+ Fold4.Rep1: parameter=none 
- Fold4.Rep1: parameter=none 
+ Fold5.Rep1: parameter=none 
- Fold5.Rep1: parameter=none 
+ Fold1.Rep2: parameter=none 
- Fold1.Rep2: parameter=none 
+ Fold2.Rep2: parameter=none 
- Fold2.Rep2: parameter=none 
+ Fold3.Rep2: parameter=none 
- Fold3.Rep2: parameter=none 
+ Fold4.Rep2: parameter=none 
- Fold4.Rep2: parameter=none 
+ Fold5.Rep2: parameter=none 
- Fold5.Rep2: parameter=none 
+ Fold1.Rep3: parameter=none 
- Fold1.Rep3: parameter=none 
+ Fold2.Rep3: parameter=none 
- Fold2.Rep3: parameter=none 
+ Fold3.Rep3: parameter=none 
- Fold3.Rep3: parameter=none 
+ Fold4.Rep3: parameter=none 
- Fold4.Rep3: parameter=none 
+ Fold5.Rep3: parameter=none 
- Fold5.Rep3: parameter=none 
+ Fold1.Rep4: parameter=none 
- Fold1.Rep4: parameter=none 
+ Fold2.Rep4: parameter=none 
- Fold2.Rep4: parameter=none 
+ Fold3.Rep4: parameter=none 
- Fold3.Rep4: parameter=none 
+ Fold4.Rep4: parameter=none 
- Fold4.Rep4: parameter=none 
+ Fold5.Rep4: parameter=none 
- Fold5.Rep4: parameter=none 
+ Fold1.Rep5: parameter=none 
- Fold1.Rep5: parameter=none 
+ Fold2.Rep5: parameter=none 
- Fold2.Rep5: parameter=none 
+ Fold3.Rep5: parameter=none 
- Fold3.Rep5: parameter=none 
+ Fold4.Rep5: parameter=none 
- Fold4.Rep5: parameter=none 
+ Fold5.Rep5: parameter=none 
- Fold5.Rep5: parameter=none 
Aggregating results
Fitting final model on full training set
# ผลลัพธ์สิ่งที่โมเดลทำนาย
box_model({
  print(demo_model)
})
Generalized Linear Model 

1309 samples
   9 predictor
   2 classes: 'Not_Survived', 'Survived' 

No pre-processing
Resampling: Cross-Validated (5 fold, repeated 5 times) 
Summary of sample sizes: 1047, 1047, 1046, 1048, 1048, 1048, ... 
Resampling results:

  Accuracy   Kappa    
  0.8016792  0.5744603

7.4 🔥 Exploring the Impact of Feature Selection

สำรวจดูว่า feature ไหนที่ส่งผลกับการทำนายคอลัมน์ Survived มาที่สุดตะ Survived หรือ Not_Survived

# ดูสัมประสิทธิ์ของ model
demo_model$finalModel$coefficients |> # ดูสัมประสิทธิ์ของโมเดล  logistic
  data.frame() |> # ทำเป็นตาราง
  styled_kable() # ธีมแบบตาราง ค่าเริ่มต้น
## Data Dimensions:  13 rows x 1 columns
demo_model.finalModel.coefficients
(Intercept) 2.0036900
Pclass -0.9608536
Sexfemale 2.6372519
Age -0.0344938
SibSp -0.6680088
Parch -0.5057271
Fare 0.0011442
EmbarkedQ -0.2781953
EmbarkedS -0.4813606
Family_Size NA
Travel_StyleWith Mixed Family 1.6645004
Travel_StyleWith Parents/Children Only 1.3026218
Travel_StyleWith Siblings/Spouse Only 0.6807251 
# ดูความสำคัญของตัวแปร (variable importance) ยิ่งสูง
# ตาราง variable importance
table_impact_demo_model <- demo_model %>% # ต้องกลับไปใช้ pipe (%>%) แบบเดิมไม่งั้นดึงค่า Importance ออกมาไม่ได้
  varImp() %>% # ดึงตัวแปรที่ส่งผลต่อการทำนายโอกาสรอดชีวิตของผู้โดยสาร
  .$importance |> # เลือกเป็นตาราง
  arrange(-Overall)

table_impact_demo_model$variable_importance <- rownames(table_impact_demo_model)

rownames(table_impact_demo_model) <- NULL

table_impact_demo_model |>
  mutate(Overall = round(Overall, 1)) |>
  select(variable_importance, Overall) |>
  styled_kable()
## Data Dimensions:  11 rows x 2 columns
variable_importance Overall
Sexfemale 100.0
Pclass 46.6
Age 31.0
Travel_StyleWith Mixed Family 21.5
SibSp 21.3
Travel_StyleWith Parents/Children Only 15.8
Parch 13.6
EmbarkedS 12.5
Travel_StyleWith Siblings/Spouse Only 11.7
EmbarkedQ 2.0
Fare 0.0 
# กราฟ variable importance
demo_model |> 
  varImp() |> # ดึงตัวแปรที่ส่งผลต่อการทำนายโอกาสรอดชีวิตของผู้โดยสาร
  plot()  # plot กราฟ

7.5 🔥 Split Train Test

สร้างฟังก์ชัน Split Data ให้เป็น train_data และ test_data

# สร้างฟังก์ชัน split data เป็น 2 ชุด train_data, test_data
split_data <- function(df = data_model) { # ฟังก์ชันนี้รับ data = data_model เป็นค่าเริ่มต้น
  set.seed(42) # ป้องกันการสุ่มซ้ำ
  n <- nrow(df) # นับจำนวนแถวเตรียม subset
  id <- sample(n, 0.8 * n) # สุ่มจำนวนแถวมา 80% ของจำนวนแถวทั้งหมด เก็บค่าไว้ที่ id
  train_data <- df[id, ] # แบ่งข้อมูลอยู่ใน train_data โดยใช้ id ที่สุ่มมาเมื่อสักครู่ 80% ของจำนวนข้อมูลทั้งหมด
  test_data <- df[-id, ] # แบ่งข้อมูล test_data โดยใช้ id อีก 20% ที่เหลือจากการแบ่งเมื่อสักครู่
  return( # เวลาเรียกใช้ split_data()
    list( # เรียก list ของชุดข้อมูลต่อไปนี้
      train = train_data,  # list ชื่อ train ที่เรากำหนดไว้ตอน subset
      test = test_data # list ชื่อ test ที่เราเรากำหนดไว้ตอนเหลือจาก subset
    )
  )
}

prep_data <- split_data() # split ข้อมูลจากค่าเริ่มต้นตือ data_model (ใน prep_data จะมีข้อมูลอยู่ 2 list 1.train_data, 2.test_data)
prep_data
## $train
## # A tibble: 1,047 × 10
##    Survived     Pclass Sex      Age SibSp Parch  Fare Embarked Family_Size
##    <fct>         <dbl> <fct>  <dbl> <dbl> <dbl> <dbl> <fct>          <dbl>
##  1 Not_Survived      3 male    31       0     0  7.75 Q                  1
##  2 Not_Survived      3 male    22       0     0  7.25 S                  1
##  3 Not_Survived      3 male    36       0     0  7.25 S                  1
##  4 Not_Survived      3 female  35       0     0  7.75 Q                  1
##  5 Not_Survived      3 male    14.5     8     2 69.6  S                 11
##  6 Not_Survived      2 male    30       1     0 21    S                  2
##  7 Not_Survived      1 male    29       0     0  0    S                  1
##  8 Not_Survived      3 male    16       2     0 21.7  C                  3
##  9 Survived          3 male    36.5     1     0 17.4  S                  2
## 10 Survived          1 male    28       0     0 35.5  S                  1
## # ℹ 1,037 more rows
## # ℹ 1 more variable: Travel_Style <chr>
## 
## $test
## # A tibble: 262 × 10
##    Survived     Pclass Sex      Age SibSp Parch   Fare Embarked Family_Size
##    <fct>         <dbl> <fct>  <dbl> <dbl> <dbl>  <dbl> <fct>          <dbl>
##  1 Survived          1 female    35     1     0  53.1  S                  2
##  2 Not_Survived      3 male      35     0     0   8.05 S                  1
##  3 Not_Survived      1 male      54     0     0  51.9  S                  1
##  4 Survived          3 female    27     0     2  11.1  S                  3
##  5 Not_Survived      3 female    14     0     0   7.85 S                  1
##  6 Survived          3 female    22     0     0   7.22 C                  1
##  7 Not_Survived      1 male      19     3     2 263    S                  6
##  8 Survived          3 female    22     0     0   7.88 Q                  1
##  9 Not_Survived      1 male      40     0     0  27.7  C                  1
## 10 Not_Survived      2 male      66     0     0  10.5  S                  1
## # ℹ 252 more rows
## # ℹ 1 more variable: Travel_Style <chr>

7.6 🔥 Train 5 Model

เริ่มนำข้อมูลมาเทรนทั้งหมดโดยใช้ 5 model กับชุดข้อมูล train_data 1. K-Nearest Neighbors 2. Logitic Regression 3. Ridge/Lasso Regression 4. Decision Tree 5. Random Forest

7.6.1 🔥 Set Train Control

# สร้างตัวแปรนี้ไว้ เผื่อเราต้องการกำหนด neighbor ใน knn model ตามที่เรากำหนด (ตัวแปรนี้ใช้เมื่อเรามีประสบการณ์มากพอที่จะ tune model ยังไง)
k_grid <- data.frame(k = c(3, 5, 7, 9))

# สร้าง grid มาจับคู่ค่า lambda กับ alpha เพื่อใช้สร้าง glmnet model
k_alpha_lambda <- expand.grid(
  alpha = c(0, 1), 
  lambda = c(0.01, 0.1)
  )

# สร้าง train control คอยควบคุม "วิธีการสุ่มซ้ำ" 
train_ctrl <- trainControl(
  method = "repeatedcv", # ใช้วิธีการสุ่มซ้ำแบบ K-fold
  number = 5, # จำนวน 5 รอบ
  repeats = 5,  # แต่ละรอบซ้ำอีก 5 ครั้ง
  verboseIter = TRUE) # มี Progress ว่ารอบที่เท่าไรซ้ำที่เท่าไร

7.6.2 🔥 K-Nearest Neighbors (knn Train)

# train knn model
set.seed(42) # กำหนด ไม่ให้มีการสุ่มใหม่ เพราะภายในวิธีการสุ่มแบบ K-Fold CV จังหวะสุ่ม split รอบใหม่(รันโค้ดใหม่) ชุดข้อมูลอาจไม่เหมือนเดิม

train_knn_time <- system.time({ # นับเวลาในการเทรน
  box_model({
    knn_model <- train( # เทรนโมเดล knn_model
      Survived ~ .,  # นำทุก feature มาเทรน
      data = prep_data$train, # เลือกชุดข้อมูลที่เป็นกลุ่ม train
      method = "knn", # เลือกโมเดล K-Nearest Neighbors
      metric = "Accuracy", # ตัวประเมินโมเดลคือ Accuracy
      trControl = train_ctrl, # ใช้วิธีการสุ่มซ้ำ จากที่เรากำหนดโดย train_ctrl
      tuneLength = 5) # กำหนดค่า k มี 5 ค่า k = 5, 7, 9, 11, 13
  })
})
+ Fold1.Rep1: k= 5 
- Fold1.Rep1: k= 5 
+ Fold1.Rep1: k= 7 
- Fold1.Rep1: k= 7 
+ Fold1.Rep1: k= 9 
- Fold1.Rep1: k= 9 
+ Fold1.Rep1: k=11 
- Fold1.Rep1: k=11 
+ Fold1.Rep1: k=13 
- Fold1.Rep1: k=13 
+ Fold2.Rep1: k= 5 
- Fold2.Rep1: k= 5 
+ Fold2.Rep1: k= 7 
- Fold2.Rep1: k= 7 
+ Fold2.Rep1: k= 9 
- Fold2.Rep1: k= 9 
+ Fold2.Rep1: k=11 
- Fold2.Rep1: k=11 
+ Fold2.Rep1: k=13 
- Fold2.Rep1: k=13 
+ Fold3.Rep1: k= 5 
- Fold3.Rep1: k= 5 
+ Fold3.Rep1: k= 7 
- Fold3.Rep1: k= 7 
+ Fold3.Rep1: k= 9 
- Fold3.Rep1: k= 9 
+ Fold3.Rep1: k=11 
- Fold3.Rep1: k=11 
+ Fold3.Rep1: k=13 
- Fold3.Rep1: k=13 
+ Fold4.Rep1: k= 5 
- Fold4.Rep1: k= 5 
+ Fold4.Rep1: k= 7 
- Fold4.Rep1: k= 7 
+ Fold4.Rep1: k= 9 
- Fold4.Rep1: k= 9 
+ Fold4.Rep1: k=11 
- Fold4.Rep1: k=11 
+ Fold4.Rep1: k=13 
- Fold4.Rep1: k=13 
+ Fold5.Rep1: k= 5 
- Fold5.Rep1: k= 5 
+ Fold5.Rep1: k= 7 
- Fold5.Rep1: k= 7 
+ Fold5.Rep1: k= 9 
- Fold5.Rep1: k= 9 
+ Fold5.Rep1: k=11 
- Fold5.Rep1: k=11 
+ Fold5.Rep1: k=13 
- Fold5.Rep1: k=13 
+ Fold1.Rep2: k= 5 
- Fold1.Rep2: k= 5 
+ Fold1.Rep2: k= 7 
- Fold1.Rep2: k= 7 
+ Fold1.Rep2: k= 9 
- Fold1.Rep2: k= 9 
+ Fold1.Rep2: k=11 
- Fold1.Rep2: k=11 
+ Fold1.Rep2: k=13 
- Fold1.Rep2: k=13 
+ Fold2.Rep2: k= 5 
- Fold2.Rep2: k= 5 
+ Fold2.Rep2: k= 7 
- Fold2.Rep2: k= 7 
+ Fold2.Rep2: k= 9 
- Fold2.Rep2: k= 9 
+ Fold2.Rep2: k=11 
- Fold2.Rep2: k=11 
+ Fold2.Rep2: k=13 
- Fold2.Rep2: k=13 
+ Fold3.Rep2: k= 5 
- Fold3.Rep2: k= 5 
+ Fold3.Rep2: k= 7 
- Fold3.Rep2: k= 7 
+ Fold3.Rep2: k= 9 
- Fold3.Rep2: k= 9 
+ Fold3.Rep2: k=11 
- Fold3.Rep2: k=11 
+ Fold3.Rep2: k=13 
- Fold3.Rep2: k=13 
+ Fold4.Rep2: k= 5 
- Fold4.Rep2: k= 5 
+ Fold4.Rep2: k= 7 
- Fold4.Rep2: k= 7 
+ Fold4.Rep2: k= 9 
- Fold4.Rep2: k= 9 
+ Fold4.Rep2: k=11 
- Fold4.Rep2: k=11 
+ Fold4.Rep2: k=13 
- Fold4.Rep2: k=13 
+ Fold5.Rep2: k= 5 
- Fold5.Rep2: k= 5 
+ Fold5.Rep2: k= 7 
- Fold5.Rep2: k= 7 
+ Fold5.Rep2: k= 9 
- Fold5.Rep2: k= 9 
+ Fold5.Rep2: k=11 
- Fold5.Rep2: k=11 
+ Fold5.Rep2: k=13 
- Fold5.Rep2: k=13 
+ Fold1.Rep3: k= 5 
- Fold1.Rep3: k= 5 
+ Fold1.Rep3: k= 7 
- Fold1.Rep3: k= 7 
+ Fold1.Rep3: k= 9 
- Fold1.Rep3: k= 9 
+ Fold1.Rep3: k=11 
- Fold1.Rep3: k=11 
+ Fold1.Rep3: k=13 
- Fold1.Rep3: k=13 
+ Fold2.Rep3: k= 5 
- Fold2.Rep3: k= 5 
+ Fold2.Rep3: k= 7 
- Fold2.Rep3: k= 7 
+ Fold2.Rep3: k= 9 
- Fold2.Rep3: k= 9 
+ Fold2.Rep3: k=11 
- Fold2.Rep3: k=11 
+ Fold2.Rep3: k=13 
- Fold2.Rep3: k=13 
+ Fold3.Rep3: k= 5 
- Fold3.Rep3: k= 5 
+ Fold3.Rep3: k= 7 
- Fold3.Rep3: k= 7 
+ Fold3.Rep3: k= 9 
- Fold3.Rep3: k= 9 
+ Fold3.Rep3: k=11 
- Fold3.Rep3: k=11 
+ Fold3.Rep3: k=13 
- Fold3.Rep3: k=13 
+ Fold4.Rep3: k= 5 
- Fold4.Rep3: k= 5 
+ Fold4.Rep3: k= 7 
- Fold4.Rep3: k= 7 
+ Fold4.Rep3: k= 9 
- Fold4.Rep3: k= 9 
+ Fold4.Rep3: k=11 
- Fold4.Rep3: k=11 
+ Fold4.Rep3: k=13 
- Fold4.Rep3: k=13 
+ Fold5.Rep3: k= 5 
- Fold5.Rep3: k= 5 
+ Fold5.Rep3: k= 7 
- Fold5.Rep3: k= 7 
+ Fold5.Rep3: k= 9 
- Fold5.Rep3: k= 9 
+ Fold5.Rep3: k=11 
- Fold5.Rep3: k=11 
+ Fold5.Rep3: k=13 
- Fold5.Rep3: k=13 
+ Fold1.Rep4: k= 5 
- Fold1.Rep4: k= 5 
+ Fold1.Rep4: k= 7 
- Fold1.Rep4: k= 7 
+ Fold1.Rep4: k= 9 
- Fold1.Rep4: k= 9 
+ Fold1.Rep4: k=11 
- Fold1.Rep4: k=11 
+ Fold1.Rep4: k=13 
- Fold1.Rep4: k=13 
+ Fold2.Rep4: k= 5 
- Fold2.Rep4: k= 5 
+ Fold2.Rep4: k= 7 
- Fold2.Rep4: k= 7 
+ Fold2.Rep4: k= 9 
- Fold2.Rep4: k= 9 
+ Fold2.Rep4: k=11 
- Fold2.Rep4: k=11 
+ Fold2.Rep4: k=13 
- Fold2.Rep4: k=13 
+ Fold3.Rep4: k= 5 
- Fold3.Rep4: k= 5 
+ Fold3.Rep4: k= 7 
- Fold3.Rep4: k= 7 
+ Fold3.Rep4: k= 9 
- Fold3.Rep4: k= 9 
+ Fold3.Rep4: k=11 
- Fold3.Rep4: k=11 
+ Fold3.Rep4: k=13 
- Fold3.Rep4: k=13 
+ Fold4.Rep4: k= 5 
- Fold4.Rep4: k= 5 
+ Fold4.Rep4: k= 7 
- Fold4.Rep4: k= 7 
+ Fold4.Rep4: k= 9 
- Fold4.Rep4: k= 9 
+ Fold4.Rep4: k=11 
- Fold4.Rep4: k=11 
+ Fold4.Rep4: k=13 
- Fold4.Rep4: k=13 
+ Fold5.Rep4: k= 5 
- Fold5.Rep4: k= 5 
+ Fold5.Rep4: k= 7 
- Fold5.Rep4: k= 7 
+ Fold5.Rep4: k= 9 
- Fold5.Rep4: k= 9 
+ Fold5.Rep4: k=11 
- Fold5.Rep4: k=11 
+ Fold5.Rep4: k=13 
- Fold5.Rep4: k=13 
+ Fold1.Rep5: k= 5 
- Fold1.Rep5: k= 5 
+ Fold1.Rep5: k= 7 
- Fold1.Rep5: k= 7 
+ Fold1.Rep5: k= 9 
- Fold1.Rep5: k= 9 
+ Fold1.Rep5: k=11 
- Fold1.Rep5: k=11 
+ Fold1.Rep5: k=13 
- Fold1.Rep5: k=13 
+ Fold2.Rep5: k= 5 
- Fold2.Rep5: k= 5 
+ Fold2.Rep5: k= 7 
- Fold2.Rep5: k= 7 
+ Fold2.Rep5: k= 9 
- Fold2.Rep5: k= 9 
+ Fold2.Rep5: k=11 
- Fold2.Rep5: k=11 
+ Fold2.Rep5: k=13 
- Fold2.Rep5: k=13 
+ Fold3.Rep5: k= 5 
- Fold3.Rep5: k= 5 
+ Fold3.Rep5: k= 7 
- Fold3.Rep5: k= 7 
+ Fold3.Rep5: k= 9 
- Fold3.Rep5: k= 9 
+ Fold3.Rep5: k=11 
- Fold3.Rep5: k=11 
+ Fold3.Rep5: k=13 
- Fold3.Rep5: k=13 
+ Fold4.Rep5: k= 5 
- Fold4.Rep5: k= 5 
+ Fold4.Rep5: k= 7 
- Fold4.Rep5: k= 7 
+ Fold4.Rep5: k= 9 
- Fold4.Rep5: k= 9 
+ Fold4.Rep5: k=11 
- Fold4.Rep5: k=11 
+ Fold4.Rep5: k=13 
- Fold4.Rep5: k=13 
+ Fold5.Rep5: k= 5 
- Fold5.Rep5: k= 5 
+ Fold5.Rep5: k= 7 
- Fold5.Rep5: k= 7 
+ Fold5.Rep5: k= 9 
- Fold5.Rep5: k= 9 
+ Fold5.Rep5: k=11 
- Fold5.Rep5: k=11 
+ Fold5.Rep5: k=13 
- Fold5.Rep5: k=13 
Aggregating results
Selecting tuning parameters
Fitting k = 11 on full training set
box_model({
  print(knn_model) # แสดง Performance Model
  print(train_knn_time) # แสดงเวลาในการเทรนโมเดล
})
k-Nearest Neighbors 

1047 samples
   9 predictor
   2 classes: 'Not_Survived', 'Survived' 

No pre-processing
Resampling: Cross-Validated (5 fold, repeated 5 times) 
Summary of sample sizes: 838, 837, 838, 838, 837, 838, ... 
Resampling results across tuning parameters:

  k   Accuracy   Kappa    
   5  0.6725778  0.2746384
   7  0.6773652  0.2818314
   9  0.6823331  0.2940018
  11  0.6888357  0.3052636
  13  0.6875060  0.2990111

Accuracy was used to select the optimal model using the largest value.
The final value used for the model was k = 11.
   user  system elapsed 
  1.034   0.026   1.078

7.6.3 🔥 Logitic Regression (glm Train)

set.seed(42)

train_logit_time <- system.time({ # นับเวลาในการเทรน
  box_model({
    logit_model <- train(
      Survived ~ ., # ใช้ทุกคอลัมน์ในการเทรน
      data = prep_data$train, # ในชุดข้อมูล Train
      method = "glm", # ใช้โมเดลประเภท Logistic Regression
      metric = "Accuracy", # เลือกประเมินผลโมเดลด้วย Accuracy
      trControl = train_ctrl # วิธีการสุ่มซ้ำ ตามที่เรากำหนดก่อนหน้า
    )
  })
})
+ Fold1.Rep1: parameter=none 
- Fold1.Rep1: parameter=none 
+ Fold2.Rep1: parameter=none 
- Fold2.Rep1: parameter=none 
+ Fold3.Rep1: parameter=none 
- Fold3.Rep1: parameter=none 
+ Fold4.Rep1: parameter=none 
- Fold4.Rep1: parameter=none 
+ Fold5.Rep1: parameter=none 
- Fold5.Rep1: parameter=none 
+ Fold1.Rep2: parameter=none 
- Fold1.Rep2: parameter=none 
+ Fold2.Rep2: parameter=none 
- Fold2.Rep2: parameter=none 
+ Fold3.Rep2: parameter=none 
- Fold3.Rep2: parameter=none 
+ Fold4.Rep2: parameter=none 
- Fold4.Rep2: parameter=none 
+ Fold5.Rep2: parameter=none 
- Fold5.Rep2: parameter=none 
+ Fold1.Rep3: parameter=none 
- Fold1.Rep3: parameter=none 
+ Fold2.Rep3: parameter=none 
- Fold2.Rep3: parameter=none 
+ Fold3.Rep3: parameter=none 
- Fold3.Rep3: parameter=none 
+ Fold4.Rep3: parameter=none 
- Fold4.Rep3: parameter=none 
+ Fold5.Rep3: parameter=none 
- Fold5.Rep3: parameter=none 
+ Fold1.Rep4: parameter=none 
- Fold1.Rep4: parameter=none 
+ Fold2.Rep4: parameter=none 
- Fold2.Rep4: parameter=none 
+ Fold3.Rep4: parameter=none 
- Fold3.Rep4: parameter=none 
+ Fold4.Rep4: parameter=none 
- Fold4.Rep4: parameter=none 
+ Fold5.Rep4: parameter=none 
- Fold5.Rep4: parameter=none 
+ Fold1.Rep5: parameter=none 
- Fold1.Rep5: parameter=none 
+ Fold2.Rep5: parameter=none 
- Fold2.Rep5: parameter=none 
+ Fold3.Rep5: parameter=none 
- Fold3.Rep5: parameter=none 
+ Fold4.Rep5: parameter=none 
- Fold4.Rep5: parameter=none 
+ Fold5.Rep5: parameter=none 
- Fold5.Rep5: parameter=none 
Aggregating results
Fitting final model on full training set
box_model({
  print(logit_model) # แสดง Performance Model
  print(train_logit_time) # แสดงเวลาในการเทรนโมเดล
})
Generalized Linear Model 

1047 samples
   9 predictor
   2 classes: 'Not_Survived', 'Survived' 

No pre-processing
Resampling: Cross-Validated (5 fold, repeated 5 times) 
Summary of sample sizes: 838, 837, 838, 838, 837, 838, ... 
Resampling results:

  Accuracy   Kappa    
  0.8005805  0.5641719

   user  system elapsed 
  0.385   0.012   0.400

7.6.4 🔥 Ridge/Lasso Regression (glmnet Train)

set.seed(42)

train_glmnet_time <- system.time({ # นับเวลาในการเทรน
  box_model({
    glmnet_model <- train(
      Survived ~ ., # ใช้ทุกคอลัมน์ในการเทรน
      data = prep_data$train, # ในชุดข้อมูล Train
      method = "glmnet", # เลือกประเภทโมเดลในการเทรน
      metric = "Accuracy", # เลือกประเมินผลโมเดลด้วย Accuracy
      trControl = train_ctrl, # วิธีการสุ่มซ้ำ ตามที่เรากำหนดก่อนหน้า
      tuneGrid = k_alpha_lambda) # ใช้ค่า lambda กับ alpha ตามที่เรากำหนด
  })
})
+ Fold1.Rep1: alpha=0, lambda=0.1 
- Fold1.Rep1: alpha=0, lambda=0.1 
+ Fold1.Rep1: alpha=1, lambda=0.1 
- Fold1.Rep1: alpha=1, lambda=0.1 
+ Fold2.Rep1: alpha=0, lambda=0.1 
- Fold2.Rep1: alpha=0, lambda=0.1 
+ Fold2.Rep1: alpha=1, lambda=0.1 
- Fold2.Rep1: alpha=1, lambda=0.1 
+ Fold3.Rep1: alpha=0, lambda=0.1 
- Fold3.Rep1: alpha=0, lambda=0.1 
+ Fold3.Rep1: alpha=1, lambda=0.1 
- Fold3.Rep1: alpha=1, lambda=0.1 
+ Fold4.Rep1: alpha=0, lambda=0.1 
- Fold4.Rep1: alpha=0, lambda=0.1 
+ Fold4.Rep1: alpha=1, lambda=0.1 
- Fold4.Rep1: alpha=1, lambda=0.1 
+ Fold5.Rep1: alpha=0, lambda=0.1 
- Fold5.Rep1: alpha=0, lambda=0.1 
+ Fold5.Rep1: alpha=1, lambda=0.1 
- Fold5.Rep1: alpha=1, lambda=0.1 
+ Fold1.Rep2: alpha=0, lambda=0.1 
- Fold1.Rep2: alpha=0, lambda=0.1 
+ Fold1.Rep2: alpha=1, lambda=0.1 
- Fold1.Rep2: alpha=1, lambda=0.1 
+ Fold2.Rep2: alpha=0, lambda=0.1 
- Fold2.Rep2: alpha=0, lambda=0.1 
+ Fold2.Rep2: alpha=1, lambda=0.1 
- Fold2.Rep2: alpha=1, lambda=0.1 
+ Fold3.Rep2: alpha=0, lambda=0.1 
- Fold3.Rep2: alpha=0, lambda=0.1 
+ Fold3.Rep2: alpha=1, lambda=0.1 
- Fold3.Rep2: alpha=1, lambda=0.1 
+ Fold4.Rep2: alpha=0, lambda=0.1 
- Fold4.Rep2: alpha=0, lambda=0.1 
+ Fold4.Rep2: alpha=1, lambda=0.1 
- Fold4.Rep2: alpha=1, lambda=0.1 
+ Fold5.Rep2: alpha=0, lambda=0.1 
- Fold5.Rep2: alpha=0, lambda=0.1 
+ Fold5.Rep2: alpha=1, lambda=0.1 
- Fold5.Rep2: alpha=1, lambda=0.1 
+ Fold1.Rep3: alpha=0, lambda=0.1 
- Fold1.Rep3: alpha=0, lambda=0.1 
+ Fold1.Rep3: alpha=1, lambda=0.1 
- Fold1.Rep3: alpha=1, lambda=0.1 
+ Fold2.Rep3: alpha=0, lambda=0.1 
- Fold2.Rep3: alpha=0, lambda=0.1 
+ Fold2.Rep3: alpha=1, lambda=0.1 
- Fold2.Rep3: alpha=1, lambda=0.1 
+ Fold3.Rep3: alpha=0, lambda=0.1 
- Fold3.Rep3: alpha=0, lambda=0.1 
+ Fold3.Rep3: alpha=1, lambda=0.1 
- Fold3.Rep3: alpha=1, lambda=0.1 
+ Fold4.Rep3: alpha=0, lambda=0.1 
- Fold4.Rep3: alpha=0, lambda=0.1 
+ Fold4.Rep3: alpha=1, lambda=0.1 
- Fold4.Rep3: alpha=1, lambda=0.1 
+ Fold5.Rep3: alpha=0, lambda=0.1 
- Fold5.Rep3: alpha=0, lambda=0.1 
+ Fold5.Rep3: alpha=1, lambda=0.1 
- Fold5.Rep3: alpha=1, lambda=0.1 
+ Fold1.Rep4: alpha=0, lambda=0.1 
- Fold1.Rep4: alpha=0, lambda=0.1 
+ Fold1.Rep4: alpha=1, lambda=0.1 
- Fold1.Rep4: alpha=1, lambda=0.1 
+ Fold2.Rep4: alpha=0, lambda=0.1 
- Fold2.Rep4: alpha=0, lambda=0.1 
+ Fold2.Rep4: alpha=1, lambda=0.1 
- Fold2.Rep4: alpha=1, lambda=0.1 
+ Fold3.Rep4: alpha=0, lambda=0.1 
- Fold3.Rep4: alpha=0, lambda=0.1 
+ Fold3.Rep4: alpha=1, lambda=0.1 
- Fold3.Rep4: alpha=1, lambda=0.1 
+ Fold4.Rep4: alpha=0, lambda=0.1 
- Fold4.Rep4: alpha=0, lambda=0.1 
+ Fold4.Rep4: alpha=1, lambda=0.1 
- Fold4.Rep4: alpha=1, lambda=0.1 
+ Fold5.Rep4: alpha=0, lambda=0.1 
- Fold5.Rep4: alpha=0, lambda=0.1 
+ Fold5.Rep4: alpha=1, lambda=0.1 
- Fold5.Rep4: alpha=1, lambda=0.1 
+ Fold1.Rep5: alpha=0, lambda=0.1 
- Fold1.Rep5: alpha=0, lambda=0.1 
+ Fold1.Rep5: alpha=1, lambda=0.1 
- Fold1.Rep5: alpha=1, lambda=0.1 
+ Fold2.Rep5: alpha=0, lambda=0.1 
- Fold2.Rep5: alpha=0, lambda=0.1 
+ Fold2.Rep5: alpha=1, lambda=0.1 
- Fold2.Rep5: alpha=1, lambda=0.1 
+ Fold3.Rep5: alpha=0, lambda=0.1 
- Fold3.Rep5: alpha=0, lambda=0.1 
+ Fold3.Rep5: alpha=1, lambda=0.1 
- Fold3.Rep5: alpha=1, lambda=0.1 
+ Fold4.Rep5: alpha=0, lambda=0.1 
- Fold4.Rep5: alpha=0, lambda=0.1 
+ Fold4.Rep5: alpha=1, lambda=0.1 
- Fold4.Rep5: alpha=1, lambda=0.1 
+ Fold5.Rep5: alpha=0, lambda=0.1 
- Fold5.Rep5: alpha=0, lambda=0.1 
+ Fold5.Rep5: alpha=1, lambda=0.1 
- Fold5.Rep5: alpha=1, lambda=0.1 
Aggregating results
Selecting tuning parameters
Fitting alpha = 0, lambda = 0.01 on full training set
box_model({
  print(glmnet_model) # แสดง Performance Model
  print(train_glmnet_time) # แสดงเวลาในการเทรน
})
glmnet 

1047 samples
   9 predictor
   2 classes: 'Not_Survived', 'Survived' 

No pre-processing
Resampling: Cross-Validated (5 fold, repeated 5 times) 
Summary of sample sizes: 838, 837, 838, 838, 837, 838, ... 
Resampling results across tuning parameters:

  alpha  lambda  Accuracy   Kappa    
  0      0.01    0.7984789  0.5595372
  0      0.10    0.7975129  0.5492981
  1      0.01    0.7933142  0.5481089
  1      0.10    0.7841467  0.5317610

Accuracy was used to select the optimal model using the largest value.
The final values used for the model were alpha = 0 and lambda = 0.01.
   user  system elapsed 
  1.079   0.018   1.167

7.6.5 🔥 Decision Tree (rpart Train)

set.seed(42)

train_rpart_time <- system.time({ # นับเวลาในการเทรน
  box_model({
    rpart_model <- train(
      Survived ~ ., # ใช้ทุกคอลัมน์ในการเทรน
      data = prep_data$train, # ในชุดข้อมูล Train
      method = "rpart", # เลือกโมเดลเป็น decision tree
      metric = "Accuracy", # เลือกประเมินผลโมเดลด้วย Accuracy
      trControl = train_ctrl, # วิธีการสุ่มซ้ำ ตามที่เรากำหนดก่อนหน้า
  )})
})
+ Fold1.Rep1: cp=0.02713 
- Fold1.Rep1: cp=0.02713 
+ Fold2.Rep1: cp=0.02713 
- Fold2.Rep1: cp=0.02713 
+ Fold3.Rep1: cp=0.02713 
- Fold3.Rep1: cp=0.02713 
+ Fold4.Rep1: cp=0.02713 
- Fold4.Rep1: cp=0.02713 
+ Fold5.Rep1: cp=0.02713 
- Fold5.Rep1: cp=0.02713 
+ Fold1.Rep2: cp=0.02713 
- Fold1.Rep2: cp=0.02713 
+ Fold2.Rep2: cp=0.02713 
- Fold2.Rep2: cp=0.02713 
+ Fold3.Rep2: cp=0.02713 
- Fold3.Rep2: cp=0.02713 
+ Fold4.Rep2: cp=0.02713 
- Fold4.Rep2: cp=0.02713 
+ Fold5.Rep2: cp=0.02713 
- Fold5.Rep2: cp=0.02713 
+ Fold1.Rep3: cp=0.02713 
- Fold1.Rep3: cp=0.02713 
+ Fold2.Rep3: cp=0.02713 
- Fold2.Rep3: cp=0.02713 
+ Fold3.Rep3: cp=0.02713 
- Fold3.Rep3: cp=0.02713 
+ Fold4.Rep3: cp=0.02713 
- Fold4.Rep3: cp=0.02713 
+ Fold5.Rep3: cp=0.02713 
- Fold5.Rep3: cp=0.02713 
+ Fold1.Rep4: cp=0.02713 
- Fold1.Rep4: cp=0.02713 
+ Fold2.Rep4: cp=0.02713 
- Fold2.Rep4: cp=0.02713 
+ Fold3.Rep4: cp=0.02713 
- Fold3.Rep4: cp=0.02713 
+ Fold4.Rep4: cp=0.02713 
- Fold4.Rep4: cp=0.02713 
+ Fold5.Rep4: cp=0.02713 
- Fold5.Rep4: cp=0.02713 
+ Fold1.Rep5: cp=0.02713 
- Fold1.Rep5: cp=0.02713 
+ Fold2.Rep5: cp=0.02713 
- Fold2.Rep5: cp=0.02713 
+ Fold3.Rep5: cp=0.02713 
- Fold3.Rep5: cp=0.02713 
+ Fold4.Rep5: cp=0.02713 
- Fold4.Rep5: cp=0.02713 
+ Fold5.Rep5: cp=0.02713 
- Fold5.Rep5: cp=0.02713 
Aggregating results
Selecting tuning parameters
Fitting cp = 0.0271 on full training set
box_model({
  print(rpart_model) # แสดง Performance Model
  print(train_rpart_time) # แสดงเวลาในการเทรน
})
CART 

1047 samples
   9 predictor
   2 classes: 'Not_Survived', 'Survived' 

No pre-processing
Resampling: Cross-Validated (5 fold, repeated 5 times) 
Summary of sample sizes: 838, 837, 838, 838, 837, 838, ... 
Resampling results across tuning parameters:

  cp          Accuracy   Kappa    
  0.02713178  0.7931301  0.5432055
  0.02842377  0.7919836  0.5424645
  0.41602067  0.6989255  0.2513928

Accuracy was used to select the optimal model using the largest value.
The final value used for the model was cp = 0.02713178.
   user  system elapsed 
  0.526   0.010   0.546

7.6.6 🔥 Random Forest (rf Train)

set.seed(42)

train_rf_time <- system.time({ # นับเวลาในการเทรน
  box_model({
    rf_model <- train(
      Survived ~ ., # ใช้ทุกคอลัมน์ในการเทรน
      data = prep_data$train, # ในชุดข้อมูล Train
      method = "rf", # เลือกโมเดลเป็น random forest
      metric = "Accuracy", # เลือกประเมินผลโมเดลด้วย Accuracy
      trControl = train_ctrl, # วิธีการสุ่มซ้ำ ตามที่เรากำหนดก่อนหน้า
  )})
})
+ Fold1.Rep1: mtry= 2 
- Fold1.Rep1: mtry= 2 
+ Fold1.Rep1: mtry= 7 
- Fold1.Rep1: mtry= 7 
+ Fold1.Rep1: mtry=12 
- Fold1.Rep1: mtry=12 
+ Fold2.Rep1: mtry= 2 
- Fold2.Rep1: mtry= 2 
+ Fold2.Rep1: mtry= 7 
- Fold2.Rep1: mtry= 7 
+ Fold2.Rep1: mtry=12 
- Fold2.Rep1: mtry=12 
+ Fold3.Rep1: mtry= 2 
- Fold3.Rep1: mtry= 2 
+ Fold3.Rep1: mtry= 7 
- Fold3.Rep1: mtry= 7 
+ Fold3.Rep1: mtry=12 
- Fold3.Rep1: mtry=12 
+ Fold4.Rep1: mtry= 2 
- Fold4.Rep1: mtry= 2 
+ Fold4.Rep1: mtry= 7 
- Fold4.Rep1: mtry= 7 
+ Fold4.Rep1: mtry=12 
- Fold4.Rep1: mtry=12 
+ Fold5.Rep1: mtry= 2 
- Fold5.Rep1: mtry= 2 
+ Fold5.Rep1: mtry= 7 
- Fold5.Rep1: mtry= 7 
+ Fold5.Rep1: mtry=12 
- Fold5.Rep1: mtry=12 
+ Fold1.Rep2: mtry= 2 
- Fold1.Rep2: mtry= 2 
+ Fold1.Rep2: mtry= 7 
- Fold1.Rep2: mtry= 7 
+ Fold1.Rep2: mtry=12 
- Fold1.Rep2: mtry=12 
+ Fold2.Rep2: mtry= 2 
- Fold2.Rep2: mtry= 2 
+ Fold2.Rep2: mtry= 7 
- Fold2.Rep2: mtry= 7 
+ Fold2.Rep2: mtry=12 
- Fold2.Rep2: mtry=12 
+ Fold3.Rep2: mtry= 2 
- Fold3.Rep2: mtry= 2 
+ Fold3.Rep2: mtry= 7 
- Fold3.Rep2: mtry= 7 
+ Fold3.Rep2: mtry=12 
- Fold3.Rep2: mtry=12 
+ Fold4.Rep2: mtry= 2 
- Fold4.Rep2: mtry= 2 
+ Fold4.Rep2: mtry= 7 
- Fold4.Rep2: mtry= 7 
+ Fold4.Rep2: mtry=12 
- Fold4.Rep2: mtry=12 
+ Fold5.Rep2: mtry= 2 
- Fold5.Rep2: mtry= 2 
+ Fold5.Rep2: mtry= 7 
- Fold5.Rep2: mtry= 7 
+ Fold5.Rep2: mtry=12 
- Fold5.Rep2: mtry=12 
+ Fold1.Rep3: mtry= 2 
- Fold1.Rep3: mtry= 2 
+ Fold1.Rep3: mtry= 7 
- Fold1.Rep3: mtry= 7 
+ Fold1.Rep3: mtry=12 
- Fold1.Rep3: mtry=12 
+ Fold2.Rep3: mtry= 2 
- Fold2.Rep3: mtry= 2 
+ Fold2.Rep3: mtry= 7 
- Fold2.Rep3: mtry= 7 
+ Fold2.Rep3: mtry=12 
- Fold2.Rep3: mtry=12 
+ Fold3.Rep3: mtry= 2 
- Fold3.Rep3: mtry= 2 
+ Fold3.Rep3: mtry= 7 
- Fold3.Rep3: mtry= 7 
+ Fold3.Rep3: mtry=12 
- Fold3.Rep3: mtry=12 
+ Fold4.Rep3: mtry= 2 
- Fold4.Rep3: mtry= 2 
+ Fold4.Rep3: mtry= 7 
- Fold4.Rep3: mtry= 7 
+ Fold4.Rep3: mtry=12 
- Fold4.Rep3: mtry=12 
+ Fold5.Rep3: mtry= 2 
- Fold5.Rep3: mtry= 2 
+ Fold5.Rep3: mtry= 7 
- Fold5.Rep3: mtry= 7 
+ Fold5.Rep3: mtry=12 
- Fold5.Rep3: mtry=12 
+ Fold1.Rep4: mtry= 2 
- Fold1.Rep4: mtry= 2 
+ Fold1.Rep4: mtry= 7 
- Fold1.Rep4: mtry= 7 
+ Fold1.Rep4: mtry=12 
- Fold1.Rep4: mtry=12 
+ Fold2.Rep4: mtry= 2 
- Fold2.Rep4: mtry= 2 
+ Fold2.Rep4: mtry= 7 
- Fold2.Rep4: mtry= 7 
+ Fold2.Rep4: mtry=12 
- Fold2.Rep4: mtry=12 
+ Fold3.Rep4: mtry= 2 
- Fold3.Rep4: mtry= 2 
+ Fold3.Rep4: mtry= 7 
- Fold3.Rep4: mtry= 7 
+ Fold3.Rep4: mtry=12 
- Fold3.Rep4: mtry=12 
+ Fold4.Rep4: mtry= 2 
- Fold4.Rep4: mtry= 2 
+ Fold4.Rep4: mtry= 7 
- Fold4.Rep4: mtry= 7 
+ Fold4.Rep4: mtry=12 
- Fold4.Rep4: mtry=12 
+ Fold5.Rep4: mtry= 2 
- Fold5.Rep4: mtry= 2 
+ Fold5.Rep4: mtry= 7 
- Fold5.Rep4: mtry= 7 
+ Fold5.Rep4: mtry=12 
- Fold5.Rep4: mtry=12 
+ Fold1.Rep5: mtry= 2 
- Fold1.Rep5: mtry= 2 
+ Fold1.Rep5: mtry= 7 
- Fold1.Rep5: mtry= 7 
+ Fold1.Rep5: mtry=12 
- Fold1.Rep5: mtry=12 
+ Fold2.Rep5: mtry= 2 
- Fold2.Rep5: mtry= 2 
+ Fold2.Rep5: mtry= 7 
- Fold2.Rep5: mtry= 7 
+ Fold2.Rep5: mtry=12 
- Fold2.Rep5: mtry=12 
+ Fold3.Rep5: mtry= 2 
- Fold3.Rep5: mtry= 2 
+ Fold3.Rep5: mtry= 7 
- Fold3.Rep5: mtry= 7 
+ Fold3.Rep5: mtry=12 
- Fold3.Rep5: mtry=12 
+ Fold4.Rep5: mtry= 2 
- Fold4.Rep5: mtry= 2 
+ Fold4.Rep5: mtry= 7 
- Fold4.Rep5: mtry= 7 
+ Fold4.Rep5: mtry=12 
- Fold4.Rep5: mtry=12 
+ Fold5.Rep5: mtry= 2 
- Fold5.Rep5: mtry= 2 
+ Fold5.Rep5: mtry= 7 
- Fold5.Rep5: mtry= 7 
+ Fold5.Rep5: mtry=12 
- Fold5.Rep5: mtry=12 
Aggregating results
Selecting tuning parameters
Fitting mtry = 2 on full training set
box_model({
  print(rf_model) # แสดง Performance Model
  print(train_rf_time) # แสดงเวลาในการเทรน
})
Random Forest 

1047 samples
   9 predictor
   2 classes: 'Not_Survived', 'Survived' 

No pre-processing
Resampling: Cross-Validated (5 fold, repeated 5 times) 
Summary of sample sizes: 838, 837, 838, 838, 837, 838, ... 
Resampling results across tuning parameters:

  mtry  Accuracy   Kappa    
   2    0.8068790  0.5680623
   7    0.7977125  0.5559691
  12    0.7833821  0.5271270

Accuracy was used to select the optimal model using the largest value.
The final value used for the model was mtry = 2.
   user  system elapsed 
 33.925   1.664  36.247

7.7 🔥 Score (predict)

เริ่มเอา 5 model มาทำนายกับชุดข้อมูล test_data

7.7.1 🔥 K-Nearest Neighbors (knn predict)

# ใช้ knn_model มาทำนาย Survived
knn_pred_data <- predict( # ทำนาย
  knn_model, # ใช้ model K-Nearest Neighbors
  newdata = prep_data$test) # ใช้ชุดข้อมูล test_data เราอาจจะกำหนดเป็น type = "prob" ก็ได้ ถ้าอยากใช้ thesholds ตามที่อยากกำหนด

# แปลงผลลัพธ์จากเวกเตอร์เป็นตาราง
knn_pred_data |>
  data.frame() |> # ทำเป็นตาราง
  rename(Survived_predict_knn = knn_pred_data) |> # เปลี่ยนชื่อคอลัมน์ New_Name_Column = Old_Name_Column
  styled_kable() # ธีม ตารางเริ่มต้น
## Data Dimensions:  262 rows x 1 columns
Survived_predict_knn
Survived
Not_Survived
Survived
Not_Survived
Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Survived
Survived
Not_Survived
Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Survived
Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Survived
Not_Survived
Survived
Survived
Not_Survived
Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Survived
Not_Survived
Not_Survived
Survived
Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
Not_Survived
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7.7.2 🔥 Logitic Regression (glm predict)

# นำ logistic model ที่ Train มาทำนายชุด test_data (unseen data)
logit_pred_data <- predict( # ทำนาย
  logit_model, # ใช้โมเดล Logistic Model
  newdata = prep_data$test, # ใช้ชุดข้อมูล test_data
  type = "prob") # แสดงผลลัพธ์เป็นความน่าจะเป็นตามที่โมเดลทำนาย

# กำนหด thesholds ให้มากกว่า 0.5 ทำนายเป็น Survived (จริงๆ ค่าเริ่มต้น เผื่อเราอยากกำหนด thesholds เอง)
logit_pred_data <- if_else(
  logit_pred_data$Survived > 0.5,"Survived", "Not_Survived")

# แปลงเป็น factor เพื่อจะไปเปรียบเทียบกับข้อมูลชุด test ที่เป็น factor ได้ และตอนที่เรากำหนด type = "prob" มันเป็นตัวเลขและถูกแปลงเป็น character ดังนั้นต้องเปลี่ยนกลับไปเป็น factor
logit_pred_data <- factor( 
  logit_pred_data, 
  levels = c("Not_Survived", "Survived"))

# แปลงเป็นตาราง และเปลี่ยนชื่อคอลัมน์ 
logit_pred_data |> 
  data.frame() |> # ทำเป็นตาราง
  rename(Survived_predict_logitic = logit_pred_data) |> # เปลี่ยนชื่อคอลัมน์ New_Name_Column = Old_Name_Column
  styled_kable() # ธีม ตารางเริ่มต้น
## Data Dimensions:  262 rows x 1 columns
Survived_predict_logitic
Survived
Not_Survived
Not_Survived
Survived
Survived
Survived
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Survived
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7.7.3 🔥 Ridge/Lasso Regression (glmnet predict)

# นำ Ridge/Lasso Regression มาทำนาย
glmnet_pred_data <- predict( # ทำนาย
  glmnet_model, # เลือกโมเดลทำนาย Ridge/Lasso Regression
  newdata = prep_data$test) # ใช้ชุดข้อมูล test_data

# แปลงเป็นตาราง และเปลี่ยนชื่อคอลัมน์ 
glmnet_pred_data |> 
  data.frame() |> # ทำเป็นตาราง
  rename(Survived_predict_ridge_lasso = glmnet_pred_data) |> # เปลี่ยนชื่อคอลัมน์ New_Name_Column = Old_Name_Column
  styled_kable() # ธีมตารางเริ่มต้น
## Data Dimensions:  262 rows x 1 columns
Survived_predict_ridge_lasso
Survived
Not_Survived
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Survived
Survived
Survived
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7.7.4 🔥 Decision Tree (rpart predict)

# ทำนายโดยใช้โมเดล Decision Tree
rpart_pred_data <- predict( # ทำนาย
  rpart_model, # ใช้โมเดล decistion tree
  newdata = prep_data$test) # ไปใช้กับข้อมูลชุด test_data

rpart_pred_data |> 
  data.frame() |> # ทำเป็นตาราง
  rename(Survived_predict_decision_tree = rpart_pred_data) |> # เปลี่ยนชื่อคอลัมน์ New_Name_Column = Old_Name_Column
  styled_kable() # ธีมตาราง เริ่มต้น
## Data Dimensions:  262 rows x 1 columns
Survived_predict_decision_tree
Survived
Not_Survived
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Survived
Survived
Survived
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7.7.5 🔥 Random Forest (rf predict)

# ทำนายโดยใช้โมเดล Random Forest
rf_pred_data <- predict( # ทำนาย
  rf_model, # ใช้โมเดล Random Foreset
  newdata = prep_data$test) # ใช้กับชุดข้อมูล test data

rf_pred_data |> 
  data.frame() |> # ทำเป็นตาราง
  rename(Survived_predict_random_forest = rf_pred_data) |> # เปลี่ยนชื่อคอลัมน์ New_Name_Column = Old_Name_Column
  styled_kable() # ธีมตารางเริ่มต้น
## Data Dimensions:  262 rows x 1 columns
Survived_predict_random_forest
Survived
Not_Survived
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Survived
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7.8 🔥 Evaluate (Create Error Data Frame)

ประเมินผล 5 Model ตอน Train และตอน Test

7.8.1 🔥 K-Nearest Neighbors (knn evaluate)

หา Error ตอน Train และ Test ของ K-Nearest Neighbors Model

## หา knn train err
knn_train_err  <- knn_model$results |> # ดึง Performance ของโมเดลออกมา
  filter(k == knn_model$bestTune[[1]]) # กรองเฉพาะค่า k ที่ทำให้ Performance Model ดีที่สุด
knn_train_err <- 1 - knn_train_err[["Accuracy"]] # นำ 1 - Acuuracy_train จะได้เป็นค่า Error ของชุดข้อมูล train

## หา knn test err โดยสร้าง Confusion Matrix
knn_test_err <- confusionMatrix( # ตาราง confusion matrix
  knn_pred_data, # คอลัมน์ Survived_predict ที่มาจาก Survived_predict_knn
  prep_data$test$Survived, # คอลัมน์ Survived_actual
  dnn = c("Predict", "Actual"), # กำหนดชื่อแกน x เป็น Predict, แกน y เป็น Actual
  positive = "Survived", # กำหนดค่าที่ทำนาย เราทำนาย "Survived"
  mode = "prec_recall") # กำหนดให้วัด Performance เป็น F1, Recall, precision, Accuracy
knn_test_err <- knn_test_err$overall[["Accuracy"]] # ดึงค่า Accuracy_test 
knn_test_err <- 1 - knn_test_err # นำ 1 - Accuracy_test จะได้เป็นค่า Error ของชุดข้อมูล test

# นำ 2 เวกเตอร์มาสร้างเป็นตาราง
knn_train_err |>
data.frame(knn_test_err) |>
  round(4) |> # ปรับเป็นทศนิยม 2 ตำแหน่ง
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
knn_train_err knn_test_err
0.3112 0.3282

7.8.2 🔥 Logitic Regression (glm evaluate)

หา Error ตอน Train และ Error ตอน Test ของ Logitic Regression

## หา logit train err
logit_train_err  <- 1 - logit_model$results$Accuracy # นำ 1 - Acuuracy_train จะได้เป็นค่า Error ของชุดข้อมูล train

## logit test err
logit_test_err <- confusionMatrix( # ตาราง confusion matrix
  logit_pred_data, # คอลัมน์ Survived_predict ที่มาจาก Survived_predict_logitic
  prep_data$test$Survived, # คอลัมน์ Survived_actual
  dnn = c("Predict", "Actual"), # กำหนดชื่อแกน x เป็น Predict, แกน y เป็น Actual
  positive = "Survived", # กำหนดค่าที่ทำนาย เราทำนาย "Survived"
  mode = "prec_recall") # กำหนดให้วัด Performance เป็น F1, Recall, precision, Accuracy
logit_test_err <- logit_test_err$overall[["Accuracy"]]
logit_test_err <- 1 - logit_test_err # นำ 1 - Accuracy_test จะได้เป็นค่า Error ของชุดข้อมูล test

# นำ 2 เวกเตอร์มาสร้างเป็นตาราง
logit_train_err |>
data.frame(logit_test_err) |>
  round(4) |> # ปรับเป็นทศนิยม 2 ตำแหน่ง
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
logit_train_err logit_test_err
0.1994 0.1947

7.8.3 🔥 Ridge/Lasso Regression (glmnet evaluate)

หา Error ตอน Train และ Error ตอน Test ของ Ridge/Lasso Regression

## glmnet train err
glmnet_train_err <- glmnet_model$results %>% 
  filter(alpha == glmnet_model$bestTune[[1]] & 
           lambda == glmnet_model$bestTune[[2]])
glmnet_train_err <- 1 - glmnet_train_err[["Accuracy"]]

## glmnet test err
glmnet_test_err <- confusionMatrix(
  glmnet_pred_data, 
  prep_data$test$Survived, # คอลัมน์ Survived_actual
  dnn = c("Predict", "Actual"), # กำหนดชื่อแกน x เป็น Predict, แกน y เป็น Actual
  positive = "Survived", # กำหนดค่าที่ทำนาย เราทำนาย "Survived"
  mode = "prec_recall") # กำหนดให้วัด Performance เป็น F1, Recall, precision, Accuracy
glmnet_test_err <- glmnet_test_err$overall[["Accuracy"]]
glmnet_test_err <- 1 - glmnet_test_err

# นำ 2 เวกเตอร์มาสร้างเป็นตาราง
glmnet_train_err |>
data.frame(glmnet_test_err) |>
  round(4) |> # ปรับเป็นทศนิยม 2 ตำแหน่ง
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
glmnet_train_err glmnet_test_err
0.2015 0.1985

7.8.4 🔥 Decision Tree (rpart evaluate)

หา Error ตอน Train และ Error ตอน Test ของ Decision Tree

## rpart train err
rpart_train_err <- rpart_model$results %>% 
  filter(cp == rpart_model$bestTune[[1]])
rpart_train_err <- 1 - rpart_train_err[["Accuracy"]]

## rpart test err
rpart_test_err <- confusionMatrix(
  rpart_pred_data, 
  prep_data$test$Survived, # คอลัมน์ Survived_actual
  dnn = c("Predict", "Actual"), # กำหนดชื่อแกน x เป็น Predict, แกน y เป็น Actual
  positive = "Survived", # กำหนดค่าที่ทำนาย เราทำนาย "Survived"
  mode = "prec_recall") # กำหนดให้วัด Performance เป็น F1, Recall, precision, Accuracy
rpart_test_err <- rpart_test_err$overall[["Accuracy"]]
rpart_test_err <- 1 - rpart_test_err

# นำ 2 เวกเตอร์มาสร้างเป็นตาราง
rpart_train_err |>
data.frame(rpart_test_err) |>
  round(4) |> # ปรับเป็นทศนิยม 2 ตำแหน่ง
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
rpart_train_err rpart_test_err
0.2069 0.2176

7.8.5 🔥 Random Forest (rf evaluate)

หา Error ตอน Train และ Error ตอน Test ของ Random Forest

## rf train err
rf_train_err <- rf_model$results |>
  filter(mtry == rf_model$bestTune[[1]])
rf_train_err <- 1 - rf_train_err[["Accuracy"]]

## rf test err
rf_test_err <- confusionMatrix(
  rf_pred_data, 
  prep_data$test$Survived, # คอลัมน์ Survived_actual
  dnn = c("Predict", "Actual"), # กำหนดชื่อแกน x เป็น Predict, แกน y เป็น Actual
  positive = "Survived", # กำหนดค่าที่ทำนาย เราทำนาย "Survived"
  mode = "prec_recall") # กำหนดให้วัด Performance เป็น F1, Recall, precision, Accuracy
rf_test_err <- rf_test_err$overall[["Accuracy"]]
rf_test_err <- 1 - rf_test_err

# นำ 2 เวกเตอร์มาสร้างเป็นตาราง
rf_train_err |>
data.frame(rf_test_err) |>
  round(4) |> # ปรับเป็นทศนิยม 2 ตำแหน่ง
  styled_kable() # ธีมตาราง
## Data Dimensions:  1 rows x 2 columns
rf_train_err rf_test_err
0.1931 0.187

7.9 🔥 Comparative Analysis of Classification Models

สร้างตารางประเมิน classification model ทั้งหมด 5 Models

# สร้างตาราง Evaluate 5 Models ด้วย Error
# ชื่อแต่ละโมเดล
model_name <- c("K-Nearest Neighbors", "Logitic Regression", 
                "Ridge/Lasso Regression", "Decision Tree", 
                "Random Forest")

# รวม Error ของ Train Data อยู่ในเวกเตอร์เดียวกัน 
train_err_model <- c(
  knn_train_err, logit_train_err, 
  glmnet_train_err, rpart_train_err, 
  rf_train_err)

# รวม Error ของ Test Data อยู่ในเวกเตอร์เดียวกัน
test_err_model <- c(
  knn_test_err, logit_test_err, 
  glmnet_test_err, rpart_test_err, 
  rf_test_err)

# ตาราง Evaluate โมเดล
fitting <- data_frame(
  model_name, 
  train_err_model,
  test_err_model
)

# transfrom คอลัมน์ เพิ่มคอลัมน์ Diff, Error_Change, Evaluate, Time_Train
fitting["Diff"] <- test_err_model - train_err_model # สร้างคอลัมน์ Diff คำนวณผลต่าง Error ระหว่าง Train และ Test
fitting["Error_Change"] <- if_else(fitting$Diff > 0, "Increased", # สร้างคอลัมน์ Error_Change บอกว่า Error เพิ่มขึ้นหรือลดลง
                                   "Decreased")

# สร้างคอลัมน์ Evaluate ตามเงื่อนไขว่าโมเดลเรานั้นเมื่อมาปรับใช้ปรับ unseen data แล้ว Performance ต่างกันมากไหม เช่น GoodFitting, WeakFittng, Overfitting
fitting["Evaluate"] <- if_else(
  fitting$Diff < 1, "GoodFitting", 
    if_else(fitting$Diff < 2, "WeakFittng", "Overfitting"))

# สร้าง list รวมเวลาเทรนของโมเดลทั้งหมด 5 โมเดล
time_model <- list(
  train_knn_time,
  train_logit_time, 
  train_glmnet_time, 
  train_rpart_time, 
  train_rf_time)

# แปลงเป็นตาราง พร้อม transpose ตาราง
time_model <- time_model |>
  data.frame() |> # ทำเป็นตารง
  t() # transpose

# ปรับ Format ทศนิยมคอลัมน์ตัวเลขให้มีระดับนัยสำคัญที่ 4 ตำแหน่ง
fitting$Diff <- fitting$Diff |> round(4)
fitting$train_err_model <- fitting$train_err_model |> round(4)
fitting$test_err_model <- fitting$test_err_model |> round(4)

# สร้างตารางสุดท้าย โดยเอาเวลาเทรนมาเข้าร่วมด้วย พร้อมเปลี่ยนชื่อคอลัมน์ให้เหมาะสม + เลือกเฉพาะคอลัมน์ที่จะแสดงผล
fitting <- fitting |> # นำตารางหลักมาแล้วเขียนทับตารางเดิม
  bind_cols(time_model) |> # นำคอลัมน์เวลาเวลาเทรนมารวมกับตารางหลัก
  # เลือกคอลัมน์ที่เราจะให้แสดงผล ปล. เราเอา elapsed เพราะนับเวลาจริงที่เราเทรนโมเดล จนได้โมเดลมา
  select(
    model_name, elapsed, train_err_model, 
    test_err_model, Diff, Error_Change, Evaluate) |>
  # เปลี่ยนชื่อคอลัมน์
  rename(
    Time_Train = elapsed, # เปลี่ยนชื่อคอลัมน์ เวลาเทรนโมเดล
    Model_Name = model_name, # เปลี่ยนชื่อคอลัมน์ ชื่อโมเดล
    Train_Error = train_err_model, # เปลี่ยนชื่อคอลัมน์ ค่า Error ที่ได้จากการ predict train_data
    Test_Error = test_err_model) |>  # เปลี่ยนชื่อคอลัมน์ ค่า Error ที่ได้จากการ predict test_data
  arrange(test_err_model, Time_Train) # เรียงลำดับน้อยไปมากกับค่า error_test ก่อนแล้วค่อยไปเรียงลำดับจากน้อยไปมาก เวลาเทรนโมเดล

compare_model_table <- fitting |> # เลือกคอลัมน์ที่ต้องการ
  styled_kable(highlight_rows = list( # ฟังก์ชันจัดรูปแบบตาราง รับ input เปลี่ยนสีตามต่อไปนี้
  "#FFD700" = 1, # แถวที่ 5 เปลี่ยนเป็นสีส่ม
  "#ffeb7a" = 2, # แถวที่ 2 เปลี่ยนเป็นสีส้มอ่อนลงมา
  "#faf1be" = 3  # แถวที่ 3 เปลี่ยนเป็นสีส้มอ่อนสุด
))
## Data Dimensions:  5 rows x 7 columns
# แสดงตาราง Evaluate 5 Models ด้วย Error
compare_model_table
Model_Name Time_Train Train_Error Test_Error Diff Error_Change Evaluate
Random Forest 36.247 0.1931 0.1870 -0.0061 Decreased GoodFitting
Logitic Regression 0.400 0.1994 0.1947 -0.0048 Decreased GoodFitting
Ridge/Lasso Regression 1.167 0.2015 0.1985 -0.0030 Decreased GoodFitting
Decision Tree 0.546 0.2069 0.2176 0.0107 Increased GoodFitting
K-Nearest Neighbors 1.078 0.3112 0.3282 0.0171 Increased GoodFitting

7.10 🔥 Save Model (only Model)

# สร้าง named list ของโมเดลและชื่อไฟล์ที่ต้องการบันทึก
models <- list(
  knn_model = knn_model, # นำโมเดล knn มาเก็บในลิสต์และตั้งชื่อ list ว่า knn_model
  logit_model = logit_model, # นำโมเดล logistic มาเก็บในลิสต์และตั้งชื่อ list ว่า logit_model
  glmnet_model = glmnet_model, # นำโมเดล ridge/lasso มาเก็บในลิสต์และตั้งชื่อ list ว่า glmnet_model
  rpart_model = rpart_model, # นำโมเดล decision tree มาเก็บในลิสต์และตั้งชื่อ list ว่า rpart_model
  rf_model = rf_model # นำโมเดล random forest มาเก็บในลิสต์และตั้งชื่อ list ว่า rf_model
)

# ใช้ for-loop ในการ save แต่ละโมเดล
for (model_name in names(models)) {
  saveRDS(models[[model_name]], paste0(model_name, "_final.RNS")) # เซฟโมเดลแต่ละตัวตามชื่อ list ของโมเดล
}

7.11 🔥 Load Model (only Model)

# สร้างเวกเตอร์ใส่ชื่อ โมเดล
model_names <- c("knn_model", "logit_model", "glmnet_model", "rpart_model", "rf_model")

# สร้าง for loop อ่านโมเดลทีละตัวในเวกเตอร์ model_names
for (model_name in model_names) {
  model_path <- paste0(model_name, "_final.RNS") # สร้างชื่อไฟล์ตามชื่อใน model_names และตามด้วย _final.RNS
  model_object <- readRDS(model_path) # อ่านโมเดลแต่ละตัว ใน for loop
  
  assign(model_name, model_object) # เอาค่าใน model_object assign เข้าไปในตัวแปร model_name แต่ละตัว
}